diff --git a/docs/coverage/README.md b/docs/coverage/README.md
index 8bb608d..1097f19 100644
--- a/docs/coverage/README.md
+++ b/docs/coverage/README.md
@@ -78,12 +78,23 @@ PGSERVICEFILE=/etc/paper-atlas/pg_service.conf paper-atlas coverage \
 
 首项独立年份普查为 [RecSys 官方历届目录](https://recsys.acm.org/)，证据见 [recsys-editions-2026-11-08.json](recsys-editions-2026-11-08.json)：保留页面 SHA256、实际链接、检查时间和截至 2026 年的 2007–2026 共 20 届，2027 作为未来届次明确排除。与前述固定生产快照比较，缺 2026 年；这不是对当前主库的新查询，也不证明其他 19 年的论文和 track 已完整。其他会议仍需各自独立目录普查，不能仅凭数据库观察年份推导应举办全集。
 
-新增两项独立目录普查，目前共 3/43 个目标：
+新增两项独立目录普查，该批次推进至 3/43 个目标：
 
 - [MLSys 官方历届目录](https://mlsys.org/) 列出 2018–2026，[证据文件](mlsys-editions-2026-11-08.json) 保留实际链接及三个官方页面的哈希。[2018 SysML 首届说明](https://mlsys.org/Conferences/2018/) 明确为非存档 oral/poster，允许已有发表研究和后续原样再投；[正式论文集目录](https://proceedings.mlsys.org/) 从 2019 年开始。固定快照缺 2018，不能忽略首届，也不能把展示或 PDF 链接改作正式出版。2027 是未来届次，排除在本次截止范围外。
 - [COLM 官方历届目录](https://colm.cc/) 与首届/第三届说明确认 2024–2026，[证据文件](colm-editions-2026-11-08.json) 保留目录及旧年页面哈希。固定快照的年份差集为空，逐篇、track 和实际论文数仍待核对。[2024 官方 CFP](https://colmweb.org/2024/cfp.html) 明确拒稿元数据不公开，本页没有单独确认撤稿和 desk rejection 的范围。
 
-以上均为会议年份目录核查，未执行新的主库覆盖查询，也不替代逐年逐轨道拒稿政策核查。其余 40 个目标的独立年份目录普查仍待完成。
+以上均为会议年份目录核查，未执行新的主库覆盖查询，也不替代逐年逐轨道拒稿政策核查。下表补充另外四个目标；当前累计 7/43，余下 36 个仍待独立普查。
+
+本轮再补四项，均保留官方页面哈希、检查时间和实际目录条目；年份差集只与前述固定快照比较：
+
+| 目标 | 官方截至2026年届次 | 固定快照缺年 | 证据边界 |
+| --- | --- | --- | --- |
+| UAI | 1985–2026，42届 | 1985–2018，34届 | [AUAI](https://www.auai.org/) 旧年表与2026第42届说明；早期编辑图书与会议年分开。见 [证据](uai-editions-2026-11-08.json)。 |
+| COLT | 1988–2026，39届 | 1988–2010，23届 | [协会目录](https://www.learningtheory.org/) 的 EuroCOLT 四届另列；排除未来2027。见 [证据](colt-editions-2026-11-08.json)。 |
+| AISTATS | 实际目录29届 | 1985、1989–2005奇数年，10届 | [官方会议目录](https://aistats.org/other.html) 早期不连续，不凭起止年补出1987或2008。见 [证据](aistats-editions-2026-11-08.json)。 |
+| EMNLP | 1996–2026，31个不同年份 | 无 | [SIGDAT目录](https://sigdat.org/events) 的WVLC另列，2020重复只计一次。年份、日期及地点文字冲突保留在 [证据](emnlp-editions-2026-11-08.json)，不据此修造事件元数据。 |
+
+[UAI 2023 投稿说明](https://www.auai.org/uai2023/submission_instructions) 同样明确作者可选公开拒稿，补入已有2024–2026核查；逐篇公开来源仍未验收。EMNLP2023 的 [官方审稿流程说明](https://2023.emnlp.org/blog/EMNLP-2023-openreview/) 确认 opt-in 范围，不提供可见记录全集，当前9条不能直接称为全量。
 
 ## 政策证据的边界
 
@@ -94,7 +105,7 @@ PGSERVICEFILE=/etc/paper-atlas/pg_service.conf paper-atlas coverage \
 
 ## 新增政策核查与建模边界
 
-本次仅补充政策证据，前面的已观察记录表仍对应固定生产快照，不滚动改写旧计数。43 个目标中，目前 25 个有至少一条限定年份的政策核查，共 33 条；“有核查”包含仍然 unknown 的结果，不代表这些会议的全部历史年份已查清。额外的 TMLR 期刊政策单列在 JSON 的 `additional_nonconference_policy_checks`，不增加会议目标数。
+本次仅补充政策证据，前面的已观察记录表仍对应固定生产快照，不滚动改写旧计数。43 个目标中，目前 25 个有至少一条限定年份的政策核查，共 34 条；“有核查”包含仍然 unknown 的结果，不代表这些会议的全部历史年份已查清。额外的 TMLR 期刊政策单列在 JSON 的 `additional_nonconference_policy_checks`，不增加会议目标数。
 
 - [ICAPS 2024 主会 CFP / FAQ](https://icaps24.icaps-conference.org/calls/main_track/) 仅明确录用论文的评审和最终 rebuttal 公开，不能据此推断所有拒稿元数据私密。该年把此前主题轨道统一为主轨道内的可选 primary keywords；technical/position、long/short 仍是论文属性，不能互相混用。
 - [ICCV 2025 作者指南](https://iccv.thecvf.com/Conferences/2025/AuthorGuidelines) 明确评审和作者回复不公开；拒稿元数据的会后发布范围仍未独立确认，不将审稿期保密外推为永久不公开。
diff --git a/docs/coverage/aistats-editions-2026-11-08.json b/docs/coverage/aistats-editions-2026-11-08.json
new file mode 100644
index 0000000..8b98182
--- /dev/null
+++ b/docs/coverage/aistats-editions-2026-11-08.json
@@ -0,0 +1,332 @@
+{
+  "source_url": "https://aistats.org/other.html",
+  "checked_at": "2026-11-08T07:00:27.535493+00:00",
+  "source_html_sha256": "cc1d6e200d841f53a215e9b3d58fcc1311e8c65166afd37c5350a2f3949a966d",
+  "cutoff_year": 2026,
+  "expected_years": [
+    1985,
+    1989,
+    1991,
+    1993,
+    1995,
+    1997,
+    1999,
+    2001,
+    2003,
+    2005,
+    2007,
+    2009,
+    2010,
+    2011,
+    2012,
+    2013,
+    2014,
+    2015,
+    2016,
+    2017,
+    2018,
+    2019,
+    2020,
+    2021,
+    2022,
+    2023,
+    2024,
+    2025,
+    2026
+  ],
+  "excluded_future_years": [],
+  "edition_entries": [
+    {
+      "year": 2026,
+      "official_entry": "AISTATS 2026 May 2-5, Tangier, Morocco",
+      "links": [
+        {
+          "text": "AISTATS 2026",
+          "url": "https://aistats.org/aistats2026/"
+        }
+      ]
+    },
+    {
+      "year": 2025,
+      "official_entry": "AISTATS 2025 May 3 - May 5, Mai Khao, Thailand",
+      "links": [
+        {
+          "text": "AISTATS 2025",
+          "url": "https://aistats.org/aistats2025/"
+        }
+      ]
+    },
+    {
+      "year": 2024,
+      "official_entry": "AISTATS 2024 May 2 - May 4, Valencia, Spain",
+      "links": [
+        {
+          "text": "AISTATS 2024",
+          "url": "https://aistats.org/aistats2024/"
+        }
+      ]
+    },
+    {
+      "year": 2023,
+      "official_entry": "AISTATS 2023 April 25-27, Valencia, Spain",
+      "links": [
+        {
+          "text": "AISTATS 2023",
+          "url": "https://aistats.org/aistats2023/"
+        }
+      ]
+    },
+    {
+      "year": 2022,
+      "official_entry": "AISTATS 2022 March 28-30, Virtual Conference",
+      "links": [
+        {
+          "text": "AISTATS 2022",
+          "url": "https://aistats.org/aistats2022/"
+        }
+      ]
+    },
+    {
+      "year": 2021,
+      "official_entry": "AISTATS 2021 April 13-15, Virtual Conference",
+      "links": [
+        {
+          "text": "AISTATS 2021",
+          "url": "https://aistats.org/aistats2021/"
+        }
+      ]
+    },
+    {
+      "year": 2020,
+      "official_entry": "AISTATS 2020 August 26-28, Virtual Meeting",
+      "links": [
+        {
+          "text": "AISTATS 2020",
+          "url": "https://aistats.org/aistats2020/"
+        }
+      ]
+    },
+    {
+      "year": 2019,
+      "official_entry": "AISTATS 2019 April 16-18, Naha, Okinawa, Japan",
+      "links": [
+        {
+          "text": "AISTATS 2019",
+          "url": "https://aistats.org/aistats2019/"
+        }
+      ]
+    },
+    {
+      "year": 2018,
+      "official_entry": "AISTATS 2018 April 9-11 Playa Blanca, Lanzarote, Canary Islands",
+      "links": [
+        {
+          "text": "AISTATS 2018",
+          "url": "https://aistats.org/aistats2018/"
+        }
+      ]
+    },
+    {
+      "year": 2017,
+      "official_entry": "AISTATS 2017 April 20-22, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 2017",
+          "url": "https://aistats.org/aistats2017/"
+        }
+      ]
+    },
+    {
+      "year": 2016,
+      "official_entry": "AISTATS 2016 May 9-11, Cadiz, Spain",
+      "links": [
+        {
+          "text": "AISTATS 2016",
+          "url": "https://aistats.org/aistats2016/"
+        }
+      ]
+    },
+    {
+      "year": 2015,
+      "official_entry": "AISTATS 2015 May 9-12, San Diego, California, USA",
+      "links": [
+        {
+          "text": "AISTATS 2015",
+          "url": "https://aistats.org/aistats2015/"
+        }
+      ]
+    },
+    {
+      "year": 2014,
+      "official_entry": "AISTATS 2014 April 22-25, Reykjavik, Iceland",
+      "links": [
+        {
+          "text": "AISTATS 2014",
+          "url": "https://aistats.org/aistats2014/"
+        }
+      ]
+    },
+    {
+      "year": 2013,
+      "official_entry": "AISTATS 2013 April 29-May 1, Scottsdale, Arizona, USA",
+      "links": [
+        {
+          "text": "AISTATS 2013",
+          "url": "https://aistats.org/aistats2013/"
+        }
+      ]
+    },
+    {
+      "year": 2012,
+      "official_entry": "AISTATS 2012 April 21-23, La Palma, Canary Islands",
+      "links": [
+        {
+          "text": "AISTATS 2012",
+          "url": "https://aistats.org/aistats2012/"
+        }
+      ]
+    },
+    {
+      "year": 2011,
+      "official_entry": "AISTATS 2011 April 11-13, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 2011",
+          "url": "https://aistats.org/aistats2011/"
+        }
+      ]
+    },
+    {
+      "year": 2010,
+      "official_entry": "AISTATS 2010 May 13-15, Chia Laguna Resort, Sardinia, Italy",
+      "links": [
+        {
+          "text": "AISTATS 2010",
+          "url": "https://aistats.org/aistats2010/"
+        }
+      ]
+    },
+    {
+      "year": 2009,
+      "official_entry": "AISTATS 2009 April 16-18, Hilton Clearwater Beach Resort, Clearwater Beach, Florida USA",
+      "links": [
+        {
+          "text": "AISTATS 2009",
+          "url": "https://aistats.org/aistats2009/"
+        }
+      ]
+    },
+    {
+      "year": 2007,
+      "official_entry": "AISTATS 2007 March 21-24, Caribe Hilton Hotel, San Juan, Puerto Rico",
+      "links": [
+        {
+          "text": "AISTATS 2007",
+          "url": "https://aistats.org/aistats2007/"
+        }
+      ]
+    },
+    {
+      "year": 2005,
+      "official_entry": "AISTATS 2005 January 6-8, The Savanah Hotel, Bridgetown, Barbados",
+      "links": [
+        {
+          "text": "AISTATS 2005",
+          "url": "https://aistats.org/aistats2005/"
+        }
+      ]
+    },
+    {
+      "year": 2003,
+      "official_entry": "AISTATS 2003 January 1-3, The Hyatt Hotel, Key West, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 2003",
+          "url": "https://aistats.org/aistats2003/"
+        }
+      ]
+    },
+    {
+      "year": 2001,
+      "official_entry": "AISTATS 2001 January 3-6, The Hyatt Hotel, Key West, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 2001",
+          "url": "https://aistats.org/aistats2001/"
+        }
+      ]
+    },
+    {
+      "year": 1999,
+      "official_entry": "AISTATS 1999 January 3-6, Radisson Bahia Mar Beach Resort, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 1999",
+          "url": "https://aistats.org/aistats1999/"
+        }
+      ]
+    },
+    {
+      "year": 1997,
+      "official_entry": "AISTATS 1997 January 4-7, Radisson Bahia Mar Beach Resort, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 1997",
+          "url": "https://aistats.org/aistats1997/"
+        }
+      ]
+    },
+    {
+      "year": 1995,
+      "official_entry": "AISTATS 1995 January 4-7, Hyatt Regency Pier 66, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 1995",
+          "url": "https://aistats.org/aistats1995/"
+        }
+      ]
+    },
+    {
+      "year": 1993,
+      "official_entry": "AISTATS 1993 January, Hyatt Regency Pier 66, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 1993",
+          "url": "https://aistats.org/aistats1993/"
+        }
+      ]
+    },
+    {
+      "year": 1991,
+      "official_entry": "AISTATS 1991 January, Hyatt Regency Pier 66, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 1991",
+          "url": "https://aistats.org/aistats1991/"
+        }
+      ]
+    },
+    {
+      "year": 1989,
+      "official_entry": "AISTATS 1989 January 4-7, Hyatt Regency Pier 66, Fort Lauderdale, Florida, USA",
+      "links": [
+        {
+          "text": "AISTATS 1989",
+          "url": "https://aistats.org/aistats1989/"
+        }
+      ]
+    },
+    {
+      "year": 1985,
+      "official_entry": "AISTATS 1985 April",
+      "links": [
+        {
+          "text": "AISTATS 1985",
+          "url": "https://aistats.org/aistats1985/"
+        }
+      ]
+    }
+  ],
+  "scope": "Official conference-year enumeration only. Entry links are recorded as published, not proof that every linked target was fetched or every track/paper/negative decision is covered.",
+  "enumeration_boundary": "Use the 29 actual official meeting entries. Do not fill calendar gaps (including 1987 and 2008) by interpolating the earliest/latest year."
+}
diff --git a/docs/coverage/colt-editions-2026-11-08.json b/docs/coverage/colt-editions-2026-11-08.json
new file mode 100644
index 0000000..cc69bac
--- /dev/null
+++ b/docs/coverage/colt-editions-2026-11-08.json
@@ -0,0 +1,830 @@
+{
+  "source_url": "https://www.learningtheory.org/",
+  "checked_at": "2026-11-08T07:00:26.440614+00:00",
+  "source_html_sha256": "133586432353e07b6364cd38aea5769936460f58ad31fee654b75116840d500c",
+  "cutoff_year": 2026,
+  "expected_years": [
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012,
+    2013,
+    2014,
+    2015,
+    2016,
+    2017,
+    2018,
+    2019,
+    2020,
+    2021,
+    2022,
+    2023,
+    2024,
+    2025,
+    2026
+  ],
+  "excluded_future_years": [
+    2027
+  ],
+  "edition_entries": [
+    {
+      "year": 2027,
+      "official_entry": "COLT 2027",
+      "links": [
+        {
+          "text": "COLT 2027",
+          "url": "http://learningtheory.org/colt2027/"
+        }
+      ]
+    },
+    {
+      "year": 1988,
+      "official_entry": "COLT 1988 dblp",
+      "links": [
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1988.html"
+        }
+      ]
+    },
+    {
+      "year": 1989,
+      "official_entry": "COLT 1989 dblp",
+      "links": [
+        {
+          "text": "COLT 1989",
+          "url": "https://www.sciencedirect.com/book/9780080948294/colt-89"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1989.html"
+        }
+      ]
+    },
+    {
+      "year": 1990,
+      "official_entry": "COLT 1990 dblp",
+      "links": [
+        {
+          "text": "COLT 1990",
+          "url": "https://www.sciencedirect.com/book/9781558601468/colt-proceedings-1990"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1990.html"
+        }
+      ]
+    },
+    {
+      "year": 1991,
+      "official_entry": "COLT 1991 dblp",
+      "links": [
+        {
+          "text": "COLT 1991",
+          "url": "https://www.sciencedirect.com/book/9781558602137/colt"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1991.html"
+        }
+      ]
+    },
+    {
+      "year": 1992,
+      "official_entry": "COLT 1992 dblp",
+      "links": [
+        {
+          "text": "COLT 1992",
+          "url": "http://dl.acm.org/citation.cfm?id=130385"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1992.html"
+        }
+      ]
+    },
+    {
+      "year": 1993,
+      "official_entry": "COLT 1993 dblp",
+      "links": [
+        {
+          "text": "COLT 1993",
+          "url": "http://dl.acm.org/citation.cfm?id=168304"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1993.html"
+        }
+      ]
+    },
+    {
+      "year": 1994,
+      "official_entry": "COLT 1994 dblp",
+      "links": [
+        {
+          "text": "COLT 1994",
+          "url": "http://dl.acm.org/citation.cfm?id=180139"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1994.html"
+        }
+      ]
+    },
+    {
+      "year": 1995,
+      "official_entry": "COLT 1995 dblp",
+      "links": [
+        {
+          "text": "COLT 1995",
+          "url": "http://dl.acm.org/citation.cfm?id=225298"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1995.html"
+        }
+      ]
+    },
+    {
+      "year": 1996,
+      "official_entry": "COLT 1996 dblp",
+      "links": [
+        {
+          "text": "COLT 1996",
+          "url": "http://dl.acm.org/citation.cfm?id=238061"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1996.html"
+        }
+      ]
+    },
+    {
+      "year": 1997,
+      "official_entry": "COLT 1997 dblp",
+      "links": [
+        {
+          "text": "COLT 1997",
+          "url": "http://dl.acm.org/citation.cfm?id=267460"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1997.html"
+        }
+      ]
+    },
+    {
+      "year": 1998,
+      "official_entry": "COLT 1998 dblp",
+      "links": [
+        {
+          "text": "COLT 1998",
+          "url": "http://dl.acm.org/citation.cfm?id=279943"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1998.html"
+        }
+      ]
+    },
+    {
+      "year": 1999,
+      "official_entry": "COLT 1999 dblp",
+      "links": [
+        {
+          "text": "COLT 1999",
+          "url": "http://dl.acm.org/citation.cfm?id=307400"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt1999.html"
+        }
+      ]
+    },
+    {
+      "year": 2000,
+      "official_entry": "COLT 2000 dblp www",
+      "links": [
+        {
+          "text": "COLT 2000",
+          "url": "https://www.learningtheory.org/colt2000/"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2000.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20060202000723/http://www.learningtheory.org/colt2000/"
+        }
+      ]
+    },
+    {
+      "year": 2001,
+      "official_entry": "COLT 2001 dblp www",
+      "links": [
+        {
+          "text": "COLT 2001",
+          "url": "https://link.springer.com/book/10.1007/3-540-44581-1"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2001.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20061205041150/http://learningtheory.org/colt2001/"
+        }
+      ]
+    },
+    {
+      "year": 2002,
+      "official_entry": "COLT 2002 dblp www",
+      "links": [
+        {
+          "text": "COLT 2002",
+          "url": "https://link.springer.com/book/10.1007/3-540-45435-7"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2002.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20030208022421/http://www.cse.unsw.edu.au/~colt2002/colt2002.html"
+        }
+      ]
+    },
+    {
+      "year": 2003,
+      "official_entry": "COLT 2003 dblp www",
+      "links": [
+        {
+          "text": "COLT 2003",
+          "url": "https://link.springer.com/book/10.1007/b12006"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2003.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20070519034402/http://learningtheory.org/colt2003/"
+        }
+      ]
+    },
+    {
+      "year": 2004,
+      "official_entry": "COLT 2004 dblp www",
+      "links": [
+        {
+          "text": "COLT 2004",
+          "url": "https://link.springer.com/book/10.1007/b98522"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2004.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20070703083129/http://www.learningtheory.org/colt2004/"
+        }
+      ]
+    },
+    {
+      "year": 2005,
+      "official_entry": "COLT 2005 dblp www",
+      "links": [
+        {
+          "text": "COLT 2005",
+          "url": "https://link.springer.com/book/10.1007/b137542"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2005.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20070703134356/http://learningtheory.org/colt2005/"
+        }
+      ]
+    },
+    {
+      "year": 2006,
+      "official_entry": "COLT 2006 dblp www",
+      "links": [
+        {
+          "text": "COLT 2006",
+          "url": "https://link.springer.com/book/10.1007/11776420"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2006.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20070706001445/http://learningtheory.org/colt2006/"
+        }
+      ]
+    },
+    {
+      "year": 2007,
+      "official_entry": "COLT 2007 dblp www",
+      "links": [
+        {
+          "text": "COLT 2007",
+          "url": "https://link.springer.com/book/10.1007/978-3-540-72927-3"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2007.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20070807141052/http://www.learningtheory.org/colt2007/"
+        }
+      ]
+    },
+    {
+      "year": 2008,
+      "official_entry": "COLT 2008 dblp www",
+      "links": [
+        {
+          "text": "COLT 2008",
+          "url": "https://www.learningtheory.org/colt2008/"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2008.html"
+        },
+        {
+          "text": "www",
+          "url": "http://colt2008.cs.helsinki.fi/"
+        }
+      ]
+    },
+    {
+      "year": 2009,
+      "official_entry": "COLT 2009 dblp www",
+      "links": [
+        {
+          "text": "COLT 2009",
+          "url": "https://www.learningtheory.org/colt2009/"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2009.html"
+        },
+        {
+          "text": "www",
+          "url": "https://www.cs.mcgill.ca/~colt2009/"
+        }
+      ]
+    },
+    {
+      "year": 2010,
+      "official_entry": "COLT 2010 dblp www",
+      "links": [
+        {
+          "text": "COLT 2010",
+          "url": "https://www.learningtheory.org/colt2010/"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2010.html"
+        },
+        {
+          "text": "www",
+          "url": "https://www.learningtheory.org/colt2010/conference-website/"
+        }
+      ]
+    },
+    {
+      "year": 2011,
+      "official_entry": "COLT 2011 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2011",
+          "url": "https://proceedings.mlr.press/v19/"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2011.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://videolectures.net/colt2011_budapest/"
+        },
+        {
+          "text": "www",
+          "url": "http://www.conferences.hu/colt2011"
+        }
+      ]
+    },
+    {
+      "year": 2012,
+      "official_entry": "COLT 2012 dblp www",
+      "links": [
+        {
+          "text": "COLT 2012",
+          "url": "https://proceedings.mlr.press/v23/"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2012.html"
+        },
+        {
+          "text": "www",
+          "url": "http://www.ttic.edu/colt2012"
+        }
+      ]
+    },
+    {
+      "year": 2013,
+      "official_entry": "COLT 2013 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2013",
+          "url": "https://proceedings.mlr.press/v30/"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2013.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://videolectures.net/colt2013_princeton/"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20131109133822/https://orfe.princeton.edu/conferences/colt2013"
+        }
+      ]
+    },
+    {
+      "year": 2014,
+      "official_entry": "COLT 2014 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2014",
+          "url": "https://proceedings.mlr.press/v35"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2014.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://videolectures.net/colt2014_barcelona/"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20141122072429/http://orfe.princeton.edu/conferences/colt2014/"
+        }
+      ]
+    },
+    {
+      "year": 2015,
+      "official_entry": "COLT 2015 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2015",
+          "url": "https://proceedings.mlr.press/v40"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2015.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://videolectures.net/colt2015_paris/"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20240813033833/http://www.learningtheory.org/colt2015/"
+        }
+      ]
+    },
+    {
+      "year": 2016,
+      "official_entry": "COLT 2016 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2016",
+          "url": "https://proceedings.mlr.press/v49"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2016.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYxyz4k3OlafPd9G68v7zDWB"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20170702175829/http://www.learningtheory.org/colt2016/"
+        }
+      ]
+    },
+    {
+      "year": 2017,
+      "official_entry": "COLT 2017 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2017",
+          "url": "https://proceedings.mlr.press/v65"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2017.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYw7U8mH0gCaWNbi3xDejrAH"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20241008042653/http://www.learningtheory.org/colt2017/"
+        }
+      ]
+    },
+    {
+      "year": 2018,
+      "official_entry": "COLT 2018 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2018",
+          "url": "https://proceedings.mlr.press/v75"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2018.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYzMjoGTatLItEhisi5sBNFh"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2018"
+        }
+      ]
+    },
+    {
+      "year": 2019,
+      "official_entry": "COLT 2019 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2019",
+          "url": "https://proceedings.mlr.press/v99"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2019.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYz4jx6NPdnI_1rP3kj0E3G8"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2019"
+        }
+      ]
+    },
+    {
+      "year": 2020,
+      "official_entry": "COLT 2020 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2020",
+          "url": "https://proceedings.mlr.press/v125"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2020.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYw4LAGsUrCLamYRnBf9pTTT"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2020"
+        }
+      ]
+    },
+    {
+      "year": 2021,
+      "official_entry": "COLT 2021 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2021",
+          "url": "https://proceedings.mlr.press/v134"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2021.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYwAnL8ZSYN3c1tprFa9-Qdx"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2021"
+        }
+      ]
+    },
+    {
+      "year": 2022,
+      "official_entry": "COLT 2022 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2022",
+          "url": "https://proceedings.mlr.press/v178"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2022.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYxoGuHe6kYSSo8ETlzDqrJN"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2022"
+        }
+      ]
+    },
+    {
+      "year": 2023,
+      "official_entry": "COLT 2023 dblp www",
+      "links": [
+        {
+          "text": "COLT 2023",
+          "url": "https://proceedings.mlr.press/v195"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2023.html"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2023"
+        }
+      ]
+    },
+    {
+      "year": 2024,
+      "official_entry": "COLT 2024 dblp www",
+      "links": [
+        {
+          "text": "COLT 2024",
+          "url": "https://proceedings.mlr.press/v247"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2024.html"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2024"
+        }
+      ]
+    },
+    {
+      "year": 2025,
+      "official_entry": "COLT 2025 dblp videos www",
+      "links": [
+        {
+          "text": "COLT 2025",
+          "url": "https://proceedings.mlr.press/v291"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2025.html"
+        },
+        {
+          "text": "videos",
+          "url": "https://www.youtube.com/playlist?list=PLCHBdlWR7RYx9VNiWhgSboOAFfiYubw8u"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2025"
+        }
+      ]
+    },
+    {
+      "year": 2026,
+      "official_entry": "COLT 2026 dblp www",
+      "links": [
+        {
+          "text": "COLT 2026",
+          "url": "https://proceedings.mlr.press/v336"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/colt/colt2026.html"
+        },
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2026"
+        }
+      ]
+    },
+    {
+      "year": 2027,
+      "official_entry": "COLT 2027 www",
+      "links": [
+        {
+          "text": "www",
+          "url": "http://learningtheory.org/colt2027"
+        }
+      ]
+    }
+  ],
+  "scope": "Official conference-year enumeration only. Entry links are recorded as published, not proof that every linked target was fetched or every track/paper/negative decision is covered.",
+  "related_series_entries": [
+    {
+      "year": 1993,
+      "official_entry": "EuroCOLT 1993 dblp",
+      "links": [
+        {
+          "text": "dblp",
+          "url": "https://dblp.uni-trier.de/db/conf/eurocolt/eurocolt1993.html"
+        }
+      ]
+    },
+    {
+      "year": 1995,
+      "official_entry": "EuroCOLT 1995 dblp",
+      "links": [
+        {
+          "text": "EuroCOLT 1995",
+          "url": "https://link.springer.com/book/10.1007/3-540-59119-2"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.org/db/conf/eurocolt/eurocolt1995.html"
+        }
+      ]
+    },
+    {
+      "year": 1997,
+      "official_entry": "EuroCOLT 1997 dblp www",
+      "links": [
+        {
+          "text": "EuroCOLT 1997",
+          "url": "https://link.springer.com/book/10.1007/3-540-62685-9"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.org/db/conf/eurocolt/eurocolt1997.html"
+        },
+        {
+          "text": "www",
+          "url": "https://web.archive.org/web/20000901081649/http://ls2-www.cs.uni-dortmund.de/eurocolt/1997/index.html"
+        }
+      ]
+    },
+    {
+      "year": 1999,
+      "official_entry": "EuroCOLT 1999 dblp",
+      "links": [
+        {
+          "text": "EuroCOLT 1999",
+          "url": "https://link.springer.com/book/10.1007/3-540-49097-3"
+        },
+        {
+          "text": "dblp",
+          "url": "https://dblp.org/db/conf/eurocolt/eurocolt1999.html"
+        }
+      ]
+    }
+  ],
+  "related_series_scope": "EuroCOLT entries retained separately for later source/identity checks; do not count them as another COLT edition in the same year or infer final decisions from titles."
+}
diff --git a/docs/coverage/emnlp-editions-2026-11-08.json b/docs/coverage/emnlp-editions-2026-11-08.json
new file mode 100644
index 0000000..4f2457e
--- /dev/null
+++ b/docs/coverage/emnlp-editions-2026-11-08.json
@@ -0,0 +1,621 @@
+{
+  "source_url": "https://sigdat.org/events",
+  "checked_at": "2026-11-08T07:00:27.310733+00:00",
+  "source_html_sha256": "5988b322cd329b9ff4eb10af701f40201fc6e2c394422e48b4f20357ace50769",
+  "cutoff_year": 2026,
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+    2021,
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+    2025,
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+  ],
+  "excluded_future_years": [],
+  "edition_entries": [
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+      "year": 2026,
+      "official_heading": "2026 Conference on Empirical Methods in Natural Language Processing (EMNLP 2026)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2025,
+      "official_heading": "2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2024,
+      "official_heading": "2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2023,
+      "official_heading": "2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2022,
+      "official_heading": "2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022)",
+      "year_basis": "leading heading year"
+    },
+    {
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+      "official_heading": "2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2020,
+      "official_heading": "2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2020,
+      "official_heading": "2020 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing (EMNLP 2020)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2019,
+      "official_heading": "2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP 2019)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2018,
+      "official_heading": "2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2017,
+      "official_heading": "2017 Conference on Empirical Methods in Natural Language Processing (EMNLP 2015)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2016,
+      "official_heading": "2016 Conference on Empirical Methods in Natural Language Processing (EMNLP 2015)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2015,
+      "official_heading": "2015 Conference on Empirical Methods in Natural Language Processing (EMNLP 2015)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2014,
+      "official_heading": "2014 Conference on Empirical Methods in Natural Language Processing (EMNLP 2014)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2013,
+      "official_heading": "2013 Conference on Empirical Methods in Natural Language Processing (EMNLP 2013)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2012,
+      "official_heading": "2012 Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL 2012)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2011,
+      "official_heading": "2011 Conference on Empirical Methods in Natural Language Processing (EMNLP 2011)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2010,
+      "official_heading": "2010 Conference on Empirical Methods in Natural Language Processing (EMNLP 2010)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2009,
+      "official_heading": "2009 Conference on Empirical Methods in Natural Language Processing (EMNLP 2009)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2008,
+      "official_heading": "2008 Conference on Empirical Methods in Natural Language Processing (EMNLP 2008)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2007,
+      "official_heading": "2007 Joint Conference on Empirical Methods in Natural Language Processing and Natural Langauge Learning (EMNLP-CoNLL 2007)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2006,
+      "official_heading": "2006 Conference on Empirical Methods in Natural Language Processing (EMNLP 2006)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2005,
+      "official_heading": "2005 Joint Conference on Human Language Technology and Empirical Methods in Natural Language Processing (HLT-EMNLP 2005)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2004,
+      "official_heading": "2004 Conference on Empirical Methods in Natural Language Processing (EMNLP 2004)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2003,
+      "official_heading": "2003 Conference on Empirical Methods in Natural Language Processing (EMNLP 2003)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2002,
+      "official_heading": "2002 Conference on Empirical Methods in Natural Language Processing (EMNLP 2002)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2001,
+      "official_heading": "2001 Conference on Empirical Methods in Natural Language Processing (EMNLP 2001)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 2000,
+      "official_heading": "2000 Joint SIGDAT Conference on Empirical Methods in NLP and Very Large Corpora (EMNLP/VLC 2000)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 1999,
+      "official_heading": "1999 Joint SIGDAT Conference on Empirical Methods in NLP and Very Large Corpora (EMNLP/VLC 1999)",
+      "year_basis": "leading heading year"
+    },
+    {
+      "year": 1998,
+      "official_heading": "3rd Conference on Empirical Methods in Natural Language Processing (EMNLP-3)",
+      "year_basis": "dated body following numbered/first EMNLP heading"
+    },
+    {
+      "year": 1997,
+      "official_heading": "2nd Conference on Empirical Methods in Natural Language Processing (EMNLP-2)",
+      "year_basis": "dated body following numbered/first EMNLP heading"
+    },
+    {
+      "year": 1996,
+      "official_heading": "First Conference on Empirical Methods in Natural Language Processing",
+      "year_basis": "dated body following numbered/first EMNLP heading"
+    }
+  ],
+  "related_event_headings_excluded_from_emnlp_year_count": [
+    "Sixth Workshop on Very Large Corpora (WVLC-6)",
+    "Fifth Workshop on Very Large Corpora (WVLC-5) - August 18-20, 1997",
+    "Fourth Workshop on Very Large Corpora (WVLC-4) at COLING-96",
+    "Third Workshop on Very Large Corpora (WVLC-3) at ACL-95",
+    "EACL-95 SIGDAT Workshop: From Text to Tags",
+    "Second Workshop on Very Large Corpora (WVLC-2) at COLING-94 (Kyoto)",
+    "First Workshop on Very Large Corpora (WVLC-1) at ACL-93 (Columbus, Ohio)"
+  ],
+  "archive_links": [
+    {
+      "text": "SIGDAT",
+      "url": "https://sigdat.org/"
+    },
+    {
+      "text": "About",
+      "url": "https://sigdat.org/about"
+    },
+    {
+      "text": "Organization",
+      "url": "https://sigdat.org/organization"
+    },
+    {
+      "text": "Constitution",
+      "url": "https://sigdat.org/constitution"
+    },
+    {
+      "text": "Information",
+      "url": "https://sigdat.org/information"
+    },
+    {
+      "text": "Calls",
+      "url": "https://sigdat.org/calls/bids2025"
+    },
+    {
+      "text": "Videos",
+      "url": "https://sigdat.org/videos"
+    },
+    {
+      "text": "Past Events",
+      "url": "https://sigdat.org/events"
+    },
+    {
+      "text": "Website",
+      "url": "https://2026.emnlp.org"
+    },
+    {
+      "text": "Website",
+      "url": "https://2025.emnlp.org"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://aclanthology.org/events/emnlp-2025/"
+    },
+    {
+      "text": "Website",
+      "url": "https://2024.emnlp.org"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://aclanthology.org/events/emnlp-2024/"
+    },
+    {
+      "text": "Website",
+      "url": "https://2023.emnlp.org/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2023/"
+    },
+    {
+      "text": "Website",
+      "url": "https://2022.emnlp.org/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2022/"
+    },
+    {
+      "text": "Website",
+      "url": "https://2021.emnlp.org/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2021/"
+    },
+    {
+      "text": "Website",
+      "url": "https://2020.emnlp.org/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2020/"
+    },
+    {
+      "text": "Website",
+      "url": "https://2020.emnlp.org/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2020/"
+    },
+    {
+      "text": "Website",
+      "url": "https://www.emnlp-ijcnlp2019.org"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2019/"
+    },
+    {
+      "text": "Website",
+      "url": "https://2018.emnlp.org/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2018/"
+    },
+    {
+      "text": "Website",
+      "url": "http://www.emnlp2017.net"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2017/"
+    },
+    {
+      "text": "Website",
+      "url": "https://www.aclweb.org/mirror/emnlp2016/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2016/"
+    },
+    {
+      "text": "Culturgest",
+      "url": "http://www.culturgest.pt/"
+    },
+    {
+      "text": "Website",
+      "url": "http://www.emnlp2015.org"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2015/"
+    },
+    {
+      "text": "Website",
+      "url": "http://www.emnlp2014.org"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2014/"
+    },
+    {
+      "text": "Website",
+      "url": "http://hum.csse.unimelb.edu.au/emnlp2013/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2013/"
+    },
+    {
+      "text": "Poster",
+      "url": "http://www.cs.jhu.edu/~yarowsky/EMNLP-CoNLL-2012.jpg"
+    },
+    {
+      "text": "Website",
+      "url": "http://emnlp-conll2012.unige.ch/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2012/"
+    },
+    {
+      "text": "Poster",
+      "url": "http://www.cs.jhu.edu/~yarowsky/emnlp-2011.jpg"
+    },
+    {
+      "text": "Website",
+      "url": "http://conferences.inf.ed.ac.uk/emnlp2011/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2011/"
+    },
+    {
+      "text": "Website",
+      "url": "http://www.lsi.upc.edu/events/emnlp2010/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2010/"
+    },
+    {
+      "text": "Website",
+      "url": "http://conferences.inf.ed.ac.uk/emnlp09/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2009/"
+    },
+    {
+      "text": "Website",
+      "url": "http://conferences.inf.ed.ac.uk/emnlp08/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2008/"
+    },
+    {
+      "text": "Website",
+      "url": "http://cs.jhu.edu/EMNLP-CoNLL-2007/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2007/"
+    },
+    {
+      "text": "Website",
+      "url": "http://nlp.stanford.edu/emnlp06"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2006/"
+    },
+    {
+      "text": "Website",
+      "url": "http://www.cs.utexas.edu/~ml/HLT-EMNLP05"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2005/"
+    },
+    {
+      "text": "Website",
+      "url": "https://web.archive.org/web/20041208220224/http://www.cs.ualberta.ca/~lindek/emnlp04"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2004/"
+    },
+    {
+      "text": "Website",
+      "url": "https://web.archive.org/web/20031203134359/http://www.ai.mit.edu/people/mcollins/emnlp03.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2003/"
+    },
+    {
+      "text": "Website",
+      "url": "https://web.archive.org/web/20021209092212/http://ufal.ms.mff.cuni.cz/~hajic/emnlp02/"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2002/"
+    },
+    {
+      "text": "Website",
+      "url": "https://web.archive.org/web/20011101075859/http://www.cs.cornell.edu/home/llee/emnlp.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2001/"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/20011128122922/http://www-csli.stanford.edu/~schuetze/finalprogram.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/20011128105606/http://www-csli.stanford.edu/~schuetze/emnlp-vlc2000.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-2000/"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/20001208024200/http://www.ee.ust.hk:80/~pascale/emnlpwvlc99_program.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/20001014101735/http://www.ee.ust.hk:80/~pascale/emnlpwvlc99-final.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-1999/"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/19990429022549/http://coling-acl98.iro.umontreal.ca/WVLC6_prog.en.html"
+    },
+    {
+      "text": "Registration",
+      "url": "https://web.archive.org/web/19991106060156/http://coling-acl98.iro.umontreal.ca/Fees.en.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/19991103110053/http://www.cs.jhu.edu/~yarowsky/wvlc6.html"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/19990225093521/http://www.cs.vassar.edu/~ide/papers.html"
+    },
+    {
+      "text": "Registration",
+      "url": "https://web.archive.org/web/19990504092315/http://www.cs.vassar.edu/~ide/registration.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/19990429050846/http://www.cs.vassar.edu/~ide/emnlp3.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-1998/"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/19970805000114/http://www.cs.cornell.edu/Info/People/cardie/emnlp2.html"
+    },
+    {
+      "text": "Registration",
+      "url": "https://web.archive.org/web/19970805000114/http://www.cs.cornell.edu/Info/People/cardie/emnlp2.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/19970805000114/http://www.cs.cornell.edu/Info/People/cardie/emnlp2.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/events/emnlp-1997/"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/19991104192207/http://www.lexis-nexis.com:80/WVLC-5/final.html"
+    },
+    {
+      "text": "Registration",
+      "url": "https://web.archive.org/web/19991010145622/http://www.lexis-nexis.com:80/WVLC-5/regform.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/19991010072858/http://www.lexis-nexis.com:80/WVLC-5/2ndpap.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/W/W97/#0100"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/19990218074412/http://www.ling.umu.se:80/WVLC-4/program.html"
+    },
+    {
+      "text": "Registration",
+      "url": "https://web.archive.org/web/19991014043712/http://www.ling.umu.se:80/WVLC-4/coling-reg.txt"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/19991014033008/http://www.ling.umu.se:80/WVLC-4/2ndcfp.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "http://www.aclweb.org/anthology/W/W96/#0100/"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/20010609141717/http://www.cis.upenn.edu:80/~yarowsky/Conf_on_Emp_Meth.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "http://www.aclweb.org/anthology/W/W96/#0200/"
+    },
+    {
+      "text": "Program & Registration",
+      "url": "https://web.archive.org/web/20010606230356/http://www.cis.upenn.edu:80/~yarowsky/wvlc3.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/20010609145326/http://www.cis.upenn.edu:80/~yarowsky/wvlc3_cfp.html"
+    },
+    {
+      "text": "Proceedings",
+      "url": "https://www.aclweb.org/anthology/W/W95/#0100"
+    },
+    {
+      "text": "Program",
+      "url": "https://web.archive.org/web/20010609143300/http://www.cis.upenn.edu:80/~yarowsky/eacl_sigdat_prog.html"
+    },
+    {
+      "text": "Registration",
+      "url": "https://web.archive.org/web/20010408030721/http://www.cis.upenn.edu:80/~yarowsky/eacl_sigdat_reg.html"
+    },
+    {
+      "text": "Call for papers",
+      "url": "https://web.archive.org/web/20010406122325/http://www.cis.upenn.edu:80/~yarowsky/eacl_sigdat_cfp.html"
+    },
+    {
+      "text": "Feed",
+      "url": "https://sigdat.org/feed.xml"
+    },
+    {
+      "text": "Jekyll",
+      "url": "https://jekyllrb.com"
+    },
+    {
+      "text": "Minimal Mistakes",
+      "url": "https://mademistakes.com/work/minimal-mistakes-jekyll-theme/"
+    }
+  ],
+  "source_issues": [
+    "2024/2025 headings retain parenthetical EMNLP 2023; use leading year only for edition enumeration, not as repaired source text.",
+    "2026 heading lists a 2023 date; event dates remain untrusted here.",
+    "2016/2017 headings retain parenthetical EMNLP 2015.",
+    "2020 appears twice, one entry retaining 9th IJCNLP text; count one EMNLP year and do not create a new joint event from this typo.",
+    "2023 location disagrees with the actual EMNLP2023 official homepage (Singapore); do not import history-page locations."
+  ],
+  "scope": "Year enumeration only, preserving joint edition headings and separate WVLC events. Dates/locations/parenthetical labels contain source conflicts and are not imported as metadata. No per-track/paper or negative completeness claim."
+}
diff --git a/docs/coverage/inventory-2026-11-08.json b/docs/coverage/inventory-2026-11-08.json
index 6756cf4..2b86373 100644
--- a/docs/coverage/inventory-2026-11-08.json
+++ b/docs/coverage/inventory-2026-11-08.json
@@ -552,7 +552,7 @@
       "source_record_counts": {
         "pmlr": 1795
       },
-      "historical_coverage": "pending_independent_census",
+      "historical_coverage": "conference_year_census_checked_tracks_and_records_pending",
       "policy_checks": [
         {
           "year": 2026,
@@ -564,10 +564,89 @@
         }
       ],
       "remaining": [
+        "官方1988–2026共39届；固定快照缺1988–2010共23届。另列EuroCOLT四届供后续核对，不算同年重复COLT；未来2027不纳入本次截止。",
         "按真实举办届次及独立官方目录核对历史年度和 track，不能用已观察年份代替预期全集。",
         "逐年核对公开拒稿/desk-rejected/withdrawn 政策与可获取记录，其他年份仍未核实。",
         "最终全库实体、投稿、决定、摘要和标签审计尚未完成。"
-      ]
+      ],
+      "edition_census": {
+        "source_url": "https://www.learningtheory.org/",
+        "checked_at": "2026-11-08T07:00:26.440614+00:00",
+        "source_html_sha256": "133586432353e07b6364cd38aea5769936460f58ad31fee654b75116840d500c",
+        "evidence_file": "colt-editions-2026-11-08.json",
+        "cutoff_year": 2026,
+        "expected_years": [
+          1988,
+          1989,
+          1990,
+          1991,
+          1992,
+          1993,
+          1994,
+          1995,
+          1996,
+          1997,
+          1998,
+          1999,
+          2000,
+          2001,
+          2002,
+          2003,
+          2004,
+          2005,
+          2006,
+          2007,
+          2008,
+          2009,
+          2010,
+          2011,
+          2012,
+          2013,
+          2014,
+          2015,
+          2016,
+          2017,
+          2018,
+          2019,
+          2020,
+          2021,
+          2022,
+          2023,
+          2024,
+          2025,
+          2026
+        ],
+        "excluded_future_years": [
+          2027
+        ],
+        "missing_years_in_fixed_snapshot": [
+          1988,
+          1989,
+          1990,
+          1991,
+          1992,
+          1993,
+          1994,
+          1995,
+          1996,
+          1997,
+          1998,
+          1999,
+          2000,
+          2001,
+          2002,
+          2003,
+          2004,
+          2005,
+          2006,
+          2007,
+          2008,
+          2009,
+          2010
+        ],
+        "unexpected_years_in_fixed_snapshot": [],
+        "scope": "Official conference-year enumeration only; fixed snapshot difference is not current database coverage or per-paper/track/negative completeness."
+      }
     },
     {
       "acronym": "AISTATS",
@@ -637,7 +716,7 @@
       "source_record_counts": {
         "pmlr": 5371
       },
-      "historical_coverage": "pending_independent_census",
+      "historical_coverage": "conference_year_census_checked_tracks_and_records_pending",
       "policy_checks": [
         {
           "year": 2026,
@@ -652,10 +731,64 @@
         }
       ],
       "remaining": [
+        "官方列出29届，固定快照缺1985、1989–2005奇数年共10届。按实际目录枚举，不插值制造1987或2008届次；逐篇及负面公开记录仍待核对。",
         "按真实举办届次及独立官方目录核对历史年度和 track，不能用已观察年份代替预期全集。",
         "逐年核对公开拒稿/desk-rejected/withdrawn 政策与可获取记录，其他年份仍未核实。",
         "最终全库实体、投稿、决定、摘要和标签审计尚未完成。"
-      ]
+      ],
+      "edition_census": {
+        "source_url": "https://aistats.org/other.html",
+        "checked_at": "2026-11-08T07:00:27.535493+00:00",
+        "source_html_sha256": "cc1d6e200d841f53a215e9b3d58fcc1311e8c65166afd37c5350a2f3949a966d",
+        "evidence_file": "aistats-editions-2026-11-08.json",
+        "cutoff_year": 2026,
+        "expected_years": [
+          1985,
+          1989,
+          1991,
+          1993,
+          1995,
+          1997,
+          1999,
+          2001,
+          2003,
+          2005,
+          2007,
+          2009,
+          2010,
+          2011,
+          2012,
+          2013,
+          2014,
+          2015,
+          2016,
+          2017,
+          2018,
+          2019,
+          2020,
+          2021,
+          2022,
+          2023,
+          2024,
+          2025,
+          2026
+        ],
+        "excluded_future_years": [],
+        "missing_years_in_fixed_snapshot": [
+          1985,
+          1989,
+          1991,
+          1993,
+          1995,
+          1997,
+          1999,
+          2001,
+          2003,
+          2005
+        ],
+        "unexpected_years_in_fixed_snapshot": [],
+        "scope": "Official conference-year enumeration only; fixed snapshot difference is not current database coverage or per-paper/track/negative completeness."
+      }
     },
     {
       "acronym": "UAI",
@@ -703,7 +836,7 @@
       "source_record_counts": {
         "pmlr": 1698
       },
-      "historical_coverage": "pending_independent_census",
+      "historical_coverage": "conference_year_census_checked_tracks_and_records_pending",
       "policy_checks": [
         {
           "year": 2024,
@@ -728,14 +861,114 @@
           "primary_url": "https://www.auai.org/uai2025/submission_instructions",
           "checked_on": "2026-11-08",
           "note": "决定后公开录用和作者选择公开的拒稿；当前未导入 UAI 拒稿，需补公开元数据来源。"
+        },
+        {
+          "year": 2023,
+          "track": "main",
+          "status": "opt_in_public",
+          "primary_url": "https://www.auai.org/uai2023/submission_instructions",
+          "checked_on": "2026-11-08",
+          "source_sha256": "3a1bb8ad761db82c6d359ddeb33b570ec7378caa9b133b376f1d6584c8c81999",
+          "note": "官方投稿说明明确决定后公开录用与作者选择公开的拒稿；默认拒稿不公开。撤稿仅保留统计用途的权利，不据此假定逐篇撤稿公开。当前未取得可验收的公开负面元数据全集。"
         }
       ],
       "remaining": [
+        "官方1985–2026共42届；固定快照缺1985–2018共34届。早期编辑图书的出版年与会议年分开；原始目录部分旧年无链接，不等于未举办。公开拒稿 opt-in 来源仍缺，不能从录用清单反推拒稿。",
         "2024–2026 明确存在 opt-in 公开政策；原 notes API 返回 ChallengeRequired，未取得公开拒稿元数据，保留来源缺口，不绕过验证。",
         "按真实举办届次及独立官方目录核对历史年度和 track，不能用已观察年份代替预期全集。",
         "逐年核对公开拒稿/desk-rejected/withdrawn 政策与可获取记录，其他年份仍未核实。",
         "最终全库实体、投稿、决定、摘要和标签审计尚未完成。"
-      ]
+      ],
+      "edition_census": {
+        "source_url": "https://www.auai.org/",
+        "checked_at": "2026-11-08T07:00:27.315635+00:00",
+        "source_html_sha256": "42138b961e725d6e1dbf5a336e991cbce1bb2f603fccb5aa9e776d079feea33f",
+        "evidence_file": "uai-editions-2026-11-08.json",
+        "cutoff_year": 2026,
+        "expected_years": [
+          1985,
+          1986,
+          1987,
+          1988,
+          1989,
+          1990,
+          1991,
+          1992,
+          1993,
+          1994,
+          1995,
+          1996,
+          1997,
+          1998,
+          1999,
+          2000,
+          2001,
+          2002,
+          2003,
+          2004,
+          2005,
+          2006,
+          2007,
+          2008,
+          2009,
+          2010,
+          2011,
+          2012,
+          2013,
+          2014,
+          2015,
+          2016,
+          2017,
+          2018,
+          2019,
+          2020,
+          2021,
+          2022,
+          2023,
+          2024,
+          2025,
+          2026
+        ],
+        "excluded_future_years": [],
+        "missing_years_in_fixed_snapshot": [
+          1985,
+          1986,
+          1987,
+          1988,
+          1989,
+          1990,
+          1991,
+          1992,
+          1993,
+          1994,
+          1995,
+          1996,
+          1997,
+          1998,
+          1999,
+          2000,
+          2001,
+          2002,
+          2003,
+          2004,
+          2005,
+          2006,
+          2007,
+          2008,
+          2009,
+          2010,
+          2011,
+          2012,
+          2013,
+          2014,
+          2015,
+          2016,
+          2017,
+          2018
+        ],
+        "unexpected_years_in_fixed_snapshot": [],
+        "scope": "Official conference-year enumeration only; fixed snapshot difference is not current database coverage or per-paper/track/negative completeness."
+      }
     },
     {
       "acronym": "CLeaR",
@@ -1154,7 +1387,7 @@
         "acl_anthology": 21776,
         "papercopilot_openreview": 9
       },
-      "historical_coverage": "pending_independent_census",
+      "historical_coverage": "conference_year_census_checked_tracks_and_records_pending",
       "policy_checks": [
         {
           "year": 2023,
@@ -1165,14 +1398,67 @@
           "note": "官方主会提交指南与 ARR 作者 FAQ 确认录用及 opt-in 拒稿公开；ARR 转投该会的材料不属于同一直接投稿数据发布。当前 9 条拒稿不代表全集。",
           "additional_primary_urls": [
             "https://aclrollingreview.org/authors"
+          ],
+          "additional_evidence": [
+            {
+              "source_url": "https://2023.emnlp.org/blog/EMNLP-2023-openreview/",
+              "checked_at": "2026-11-08T07:00:27.747536+00:00",
+              "source_html_sha256": "ecba2ec482351534fc42d0420477b7f1d5d43050e564c48b5c8e44c33db569ab",
+              "scope": "Official chairs blog confirms accepted and opt-in rejected review release; policy does not enumerate all accessible records."
+            }
           ]
         }
       ],
       "remaining": [
+        "SIGDAT官方1996–2026共31个不同会议年份，固定快照年份差集为空。2020重复条目只计一次，WVLC另列；历史页括号年份、2026日期和2023地点有冲突，不导入为纠正后的元数据。",
         "按真实举办届次及独立官方目录核对历史年度和 track，不能用已观察年份代替预期全集。",
         "逐年核对公开拒稿/desk-rejected/withdrawn 政策与可获取记录，其他年份仍未核实。",
         "最终全库实体、投稿、决定、摘要和标签审计尚未完成。"
-      ]
+      ],
+      "edition_census": {
+        "source_url": "https://sigdat.org/events",
+        "checked_at": "2026-11-08T07:00:27.310733+00:00",
+        "source_html_sha256": "5988b322cd329b9ff4eb10af701f40201fc6e2c394422e48b4f20357ace50769",
+        "evidence_file": "emnlp-editions-2026-11-08.json",
+        "cutoff_year": 2026,
+        "expected_years": [
+          1996,
+          1997,
+          1998,
+          1999,
+          2000,
+          2001,
+          2002,
+          2003,
+          2004,
+          2005,
+          2006,
+          2007,
+          2008,
+          2009,
+          2010,
+          2011,
+          2012,
+          2013,
+          2014,
+          2015,
+          2016,
+          2017,
+          2018,
+          2019,
+          2020,
+          2021,
+          2022,
+          2023,
+          2024,
+          2025,
+          2026
+        ],
+        "excluded_future_years": [],
+        "missing_years_in_fixed_snapshot": [],
+        "unexpected_years_in_fixed_snapshot": [],
+        "scope": "Official conference-year enumeration only; fixed snapshot difference is not current database coverage or per-paper/track/negative completeness."
+      }
     },
     {
       "acronym": "NAACL",
diff --git a/docs/coverage/uai-editions-2026-11-08.json b/docs/coverage/uai-editions-2026-11-08.json
new file mode 100644
index 0000000..c13757f
--- /dev/null
+++ b/docs/coverage/uai-editions-2026-11-08.json
@@ -0,0 +1,412 @@
+{
+  "source_url": "https://www.auai.org/",
+  "checked_at": "2026-11-08T07:00:27.315635+00:00",
+  "source_html_sha256": "42138b961e725d6e1dbf5a336e991cbce1bb2f603fccb5aa9e776d079feea33f",
+  "cutoff_year": 2026,
+  "expected_years": [
+    1985,
+    1986,
+    1987,
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012,
+    2013,
+    2014,
+    2015,
+    2016,
+    2017,
+    2018,
+    2019,
+    2020,
+    2021,
+    2022,
+    2023,
+    2024,
+    2025,
+    2026
+  ],
+  "excluded_future_years": [],
+  "edition_entries": [
+    {
+      "year": 2025,
+      "official_entry": "41 2025 Rio de Janeiro, Brazil",
+      "links": [
+        {
+          "text": "Rio de Janeiro, Brazil",
+          "url": "https://www.auai.org/uai2025/"
+        }
+      ]
+    },
+    {
+      "year": 2024,
+      "official_entry": "40 2024 Barcelona, Spain",
+      "links": [
+        {
+          "text": "Barcelona, Spain",
+          "url": "https://www.auai.org/uai2024/"
+        }
+      ]
+    },
+    {
+      "year": 2023,
+      "official_entry": "39 2023 Pittsburgh, USA",
+      "links": [
+        {
+          "text": "Pittsburgh, USA",
+          "url": "https://www.auai.org/uai2023/"
+        }
+      ]
+    },
+    {
+      "year": 2022,
+      "official_entry": "38 2022 Eindhoven, The Netherlands",
+      "links": [
+        {
+          "text": "Eindhoven, The Netherlands",
+          "url": "https://www.auai.org/uai2022/"
+        }
+      ]
+    },
+    {
+      "year": 2021,
+      "official_entry": "37 2021 Virtual",
+      "links": [
+        {
+          "text": "Virtual",
+          "url": "https://www.auai.org/uai2021/"
+        }
+      ]
+    },
+    {
+      "year": 2020,
+      "official_entry": "36 2020 Virtual",
+      "links": [
+        {
+          "text": "Virtual",
+          "url": "https://www.auai.org/uai2020/"
+        }
+      ]
+    },
+    {
+      "year": 2019,
+      "official_entry": "35 2019 Tel Aviv, Israel",
+      "links": [
+        {
+          "text": "Tel Aviv, Israel",
+          "url": "https://www.auai.org/uai2019/"
+        }
+      ]
+    },
+    {
+      "year": 2018,
+      "official_entry": "34 2018 Monterey, CA, USA",
+      "links": [
+        {
+          "text": "Monterey, CA, USA",
+          "url": "https://www.auai.org/uai2018/"
+        }
+      ]
+    },
+    {
+      "year": 2017,
+      "official_entry": "33 2017 Sydney, Australia",
+      "links": [
+        {
+          "text": "Sydney, Australia",
+          "url": "https://www.auai.org/uai2017/"
+        }
+      ]
+    },
+    {
+      "year": 2016,
+      "official_entry": "32 2016 New York, USA",
+      "links": [
+        {
+          "text": "New York, USA",
+          "url": "https://www.auai.org/uai2016/"
+        }
+      ]
+    },
+    {
+      "year": 2015,
+      "official_entry": "31 2015 Amsterdam, Netherlands",
+      "links": [
+        {
+          "text": "Amsterdam, Netherlands",
+          "url": "https://www.auai.org/uai2015/"
+        }
+      ]
+    },
+    {
+      "year": 2014,
+      "official_entry": "30 2014 Quebec City, Quebec, Canada",
+      "links": [
+        {
+          "text": "Quebec City, Quebec, Canada",
+          "url": "https://www.auai.org/uai2014/"
+        }
+      ]
+    },
+    {
+      "year": 2013,
+      "official_entry": "29 2013 Bellevue, Washington, USA",
+      "links": [
+        {
+          "text": "Bellevue, Washington, USA",
+          "url": "https://www.auai.org/uai2013/"
+        }
+      ]
+    },
+    {
+      "year": 2012,
+      "official_entry": "28 2012 Catalina Island, California, USA",
+      "links": [
+        {
+          "text": "Catalina Island, California, USA",
+          "url": "https://www.auai.org/uai2012/"
+        }
+      ]
+    },
+    {
+      "year": 2011,
+      "official_entry": "27 2011 Barcelona, Spain",
+      "links": [
+        {
+          "text": "Barcelona, Spain",
+          "url": "https://www.auai.org/uai2011/"
+        }
+      ]
+    },
+    {
+      "year": 2010,
+      "official_entry": "26 2010 Catalina Island, California, USA",
+      "links": [
+        {
+          "text": "Catalina Island, California, USA",
+          "url": "http://event.cwi.nl/uai2010/"
+        }
+      ]
+    },
+    {
+      "year": 2009,
+      "official_entry": "25 2009 Montreal, Canada",
+      "links": [
+        {
+          "text": "Montreal, Canada",
+          "url": "https://www.auai.org/uai2009/"
+        }
+      ]
+    },
+    {
+      "year": 2008,
+      "official_entry": "24 2008 Helsinki, Finland",
+      "links": [
+        {
+          "text": "Helsinki, Finland",
+          "url": "https://www.auai.org/uai2008/"
+        }
+      ]
+    },
+    {
+      "year": 2007,
+      "official_entry": "23 2007 Vancouver, Canada",
+      "links": [
+        {
+          "text": "Vancouver, Canada",
+          "url": "https://www.auai.org/uai2007/"
+        }
+      ]
+    },
+    {
+      "year": 2006,
+      "official_entry": "22 2006 Cambridge, Massachusetts, USA",
+      "links": [
+        {
+          "text": "Cambridge, Massachusetts, USA",
+          "url": "https://www.auai.org/uai2006/"
+        }
+      ]
+    },
+    {
+      "year": 2005,
+      "official_entry": "21 2005 Edinburgh, Scotland, UK",
+      "links": [
+        {
+          "text": "Edinburgh, Scotland, UK",
+          "url": "https://www.auai.org/uai2005/"
+        }
+      ]
+    },
+    {
+      "year": 2004,
+      "official_entry": "20 2004 Banff, Canada",
+      "links": [
+        {
+          "text": "Banff, Canada",
+          "url": "https://www.auai.org/uai2004/"
+        }
+      ]
+    },
+    {
+      "year": 2003,
+      "official_entry": "19 2003 Acapulco, Mexico",
+      "links": [
+        {
+          "text": "Acapulco, Mexico",
+          "url": "https://www.auai.org/uai2003/"
+        }
+      ]
+    },
+    {
+      "year": 2002,
+      "official_entry": "18 2002 Edmonton, Canada",
+      "links": [
+        {
+          "text": "Edmonton, Canada",
+          "url": "http://web.archive.org/web/20021201030651/http://www.cs.ucla.edu/~uai02/"
+        }
+      ]
+    },
+    {
+      "year": 2001,
+      "official_entry": "17 2001 Seattle, Washington, USA",
+      "links": []
+    },
+    {
+      "year": 2000,
+      "official_entry": "16 2000 Stanford, California, USA",
+      "links": [
+        {
+          "text": "Stanford, California, USA",
+          "url": "https://www.auai.org/uai2000/"
+        }
+      ]
+    },
+    {
+      "year": 1999,
+      "official_entry": "15 1999 Stockholm, Sweden",
+      "links": []
+    },
+    {
+      "year": 1998,
+      "official_entry": "14 1998 Madison, Wisconsin, USA",
+      "links": []
+    },
+    {
+      "year": 1997,
+      "official_entry": "13 1997 Providence, Rhode Island, USA",
+      "links": [
+        {
+          "text": "Providence, Rhode Island, USA",
+          "url": "https://www.auai.org/uai1997/"
+        }
+      ]
+    },
+    {
+      "year": 1996,
+      "official_entry": "12 1996 Portland, Oregon, USA",
+      "links": [
+        {
+          "text": "Portland, Oregon, USA",
+          "url": "https://www.auai.org/uai1996/"
+        }
+      ]
+    },
+    {
+      "year": 1995,
+      "official_entry": "11 1995 Montreal, Canada",
+      "links": [
+        {
+          "text": "Montreal, Canada",
+          "url": "https://www.auai.org/uai1995/"
+        }
+      ]
+    },
+    {
+      "year": 1994,
+      "official_entry": "10 1994 Seattle, Washington, USA",
+      "links": [
+        {
+          "text": "Seattle, Washington, USA",
+          "url": "https://www.auai.org/uai1994/"
+        }
+      ]
+    },
+    {
+      "year": 1993,
+      "official_entry": "9 1993 Washington, DC, USA",
+      "links": []
+    },
+    {
+      "year": 1992,
+      "official_entry": "8 1992 Stanford, California, USA",
+      "links": []
+    },
+    {
+      "year": 1991,
+      "official_entry": "7 1991 Los Angeles, California, USA",
+      "links": []
+    },
+    {
+      "year": 1990,
+      "official_entry": "6 1990 Cambridge, Massachusetts, USA",
+      "links": []
+    },
+    {
+      "year": 1989,
+      "official_entry": "5 1989 Windsor, Ontario, USA",
+      "links": []
+    },
+    {
+      "year": 1988,
+      "official_entry": "4 1988 Minneapolis, Minnesota, USA",
+      "links": []
+    },
+    {
+      "year": 1987,
+      "official_entry": "3 1987 Seattle, Washington, USA",
+      "links": []
+    },
+    {
+      "year": 1986,
+      "official_entry": "2 1986 Philadelphia, Pennsylvania, USA",
+      "links": []
+    },
+    {
+      "year": 1985,
+      "official_entry": "1 1985 Los Angeles, California, USA",
+      "links": []
+    }
+  ],
+  "scope": "Official conference-year enumeration only. Entry links are recorded as published, not proof that every linked target was fetched or every track/paper/negative decision is covered.",
+  "current_edition_evidence": {
+    "source_url": "https://www.auai.org/uai2026/",
+    "checked_at": "2026-11-08T07:00:26.473380+00:00",
+    "source_html_sha256": "3cc4b89026fe83041838ffa0fc0a12902bbe0ea2ab6f00bb66665a27d95bb773",
+    "year": 2026,
+    "edition_number": 42
+  },
+  "publication_boundary": "1985–1990 collections were edited books; conference year and book publication year must remain separate. Root archive has some unlinked historical entries; missing links are not absent conferences."
+}