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- Work type = area x role (fixed vs varied), vocabulary in scripts/worktypes.json - LLM-read labels for 2,678 agent-related papers (data/labels), rule labels for the rest - Per-type synthesis notes (why-same, sub-variants, benchmarks, workflow) - Pages: /work-types matrix and detail (timeline, benchmarks, workflow, score charts), /benchmarks - build_worktypes.py adds work-type tables to data/papers.db Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Bhs9LU8eMixk6g1kb1d3j7
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LLM Research Survey 2026
Next.js (pages router) + React + TypeScript site for browsing 2026 NLP/ML conference papers, backed by SQLite (FTS5 search) and a keyword-scored topic taxonomy.
Run
npm install
npm run dev # http://localhost:3000 (uses the bundled data/papers.db)
Rebuild the database
npm run data:fetch # ICLR/ICML lists + ACL Anthology XML -> data/raw
npm run data:build # python3 scripts/ingest.py -> data/papers.db
Sources: ICLR 2026 and ICML 2026 via papercopilot/paperlists (OpenReview); ACL 2026 (+Findings), EACL, LREC, CoNLL, SIGDIAL, TACL, CL via acl-org/acl-anthology. Not yet loaded: EMNLP, AACL, COLM, NeurIPS, AAAI 2026 (add a loader in scripts/ingest.py).
Types of work
A type of work = research area x role (what a paper contributes, and what it holds fixed vs varies). Vocabulary: scripts/worktypes.json.
data/labels/o*.jsonl: per-paper labels for the 2,678 agent-related papers (types, fixes/varies, benchmarks, workflow, abstract-stated scores), produced by LLM reading of title+abstract.data/labels/type_notes.json: per-type synthesis (why members are one type, sub-variants, benchmark story, typical workflow).- All other LLM papers get rule-based roles (marked
rule).
npm run data:build # base tables
npm run data:worktypes # work-type tables (run on a local disk copy if your filesystem rejects SQLite locks)
Limits: labels use titles+abstracts only (no intro/related work/result tables); time order is by venue date; scores are only those stated in abstracts.
Pages
/ overview · /papers search + filters + taxonomy sidebar · /papers/[id] · /work-types (area x role matrix) · /work-types/[slug] (timeline, why-same, benchmarks, workflow, scores, papers) · /benchmarks · /taxonomy tree · /conferences/[slug]
Taxonomy
Defined in scripts/taxonomy.py (13 branches, ~48 leaves); edit patterns and re-run data:build. Heuristic: title x3, keywords x2, abstract x1. ML-venue papers with no language-model signal go to "Other ML".