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fineset-io/llm-agent-papers

LLM Agent & Tool-Use Papers โ€” FineSet A research-paper dataset on LLM Agent & Tool-Use Papers, assembled, deduplicated, and quality-scored by FineSet from arXiv and Semantic Scholar. ๐Ÿ“ธ This is a dated snapshot โ€” generated 2026-06-12. It is not auto-updated. Research on LLM Agent & Tool-Use Papers moves fast โ€” new papers land on arXiv every week. Want this same dataset refreshed daily, on a topic you choose? See the bottom. โ†“ Why this dataset Quality-scored:โ€ฆ See the full description on the dataset page: https://huggingface.co/datasets/fineset-io/llm-agent-papers.

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Dataset Card

LLM Agent & Tool-Use Papers โ€” FineSet

A research-paper dataset on LLM Agent & Tool-Use Papers, assembled, deduplicated, and quality-scored by FineSet from arXiv and Semantic Scholar.

๐Ÿ“ธ This is a dated snapshot โ€” generated 2026-06-12. It is not auto-updated. Research on LLM Agent & Tool-Use Papers moves fast โ€” new papers land on arXiv every week. Want this same dataset refreshed daily, on a topic you choose? See the bottom. โ†“

Why this dataset

  • โ€”Quality-scored: quality_score float (0โ€“1), citation-normalized โ€” filter out the noise
  • โ€”Papers with code: 355 flagged via has_code โ€” find reproducible work fast
  • โ€”Deduplicated: arXiv + Semantic Scholar cross-referenced, duplicate records merged
  • โ€”Clean JSONL: 1660 records, one per line, normalized fields โ€” no encoding garbage

Dataset details

  • โ€”Records: 1660
  • โ€”Date range: 2023โ€“2026
  • โ€”Snapshot date: 2026-06-12 (frozen โ€” see note above)
  • โ€”Sources: arXiv, Semantic Scholar (cross-referenced, duplicates merged)
  • โ€”arXiv categories: cs.LG, cs.CL
  • โ€”Quality scoring: citation-normalized, 0โ€“1 (p50=0.15, p90=0.377)
  • โ€”Format: JSONL, one record per line

Fields

FieldTypeDescription
idstringDeterministic SHA256 record id
sourceslistWhich sources contributed (arxiv, semantic_scholar)
titlestringPaper title
abstractstringFull abstract
authorslistAuthor names
categorieslistarXiv category codes
fieldsofstudylistSemantic Scholar field tags
published_datestringISO 8601 date
urlstringarXiv abstract URL
pdf_urlstring\nullOpen-access PDF if available
arxiv_idstring\nullarXiv identifier
doistring\nullDOI if available
citation_countintCitation count (Semantic Scholar)
influentialcitationcountintInfluential citations (Semantic Scholar)
has_codeboolCode repo detected in the arXiv comment
code_urlstring\nullGitHub URL if detected
venuestring\nullPublication venue
quality_scorefloat0โ€“1, citation-normalized

Quality score methodology

quality_score = min(1.0, log10(citation_count + 1) / 4)

A citation-normalized heuristic: 0 for uncited papers, ~0.5 at 100 citations, ~0.75 at 1,000, 1.0 at 10,000+. Useful for filtering training data by impact.

๐Ÿ‘‰ Want this on YOUR topic, updated daily?

This snapshot is frozen at 2026-06-12. The live FineSet pipeline keeps a dataset like this refreshed every day on whatever topic you describe โ€” new papers in, dedup and quality scoring automatic, export as JSONL/Parquet or push straight to the Hub.

Try it now โ€” it's live: โ†’ fineset.io โ€” describe your research topic in plain English and get a fresh, quality-scored dataset in minutes. Free to start.