agent/papers/items/2026-2606-17041-benchmarking-llm-agents-on-meta-analysis-articles-from-nature-portfolio.md

Paper: Benchmarking LLM Agents on Meta-Analysis Articles from Nature Portfolio

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type: paper title: Benchmarking LLM Agents on Meta-Analysis Articles from Nature Portfolio authors: Anzhe Xie, Weihang Su, Yujia Zhou, Yiqun Liu, Qingyao Ai year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.17041 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-15 updated_at: 2026-07-01 status: queued relevance: high topics:

• agent-evaluation
• computer-use
• rag
• reasoning
• workflow-agent methods:

benchmarks:

models:

datasets:

• cs.CL
• cs.IR related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 18 collection_queries: rag-agent

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: rag-agent
• inferred topics: agent-evaluation, computer-use, rag, reasoning, workflow-agent
• arXiv categories: cs.CL, cs.IR
• collection score: 18

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2606.17041