ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery | Paper Citation Record

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AstroMLab 3: Achieving GPT-4o Level Performance in Astronomy with a Specialized 8B-Parameter Large Language Model cites this paper.

AstroMLab 3: Achieving GPT-4o Level Performance in Astronomy with a Specialized 8B-Parameter Large Language Model ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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AIGS: Generating Science from AI-Powered Automated Falsification cites this paper.

AIGS: Generating Science from AI-Powered Automated Falsification ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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LLM4SR: A Survey on Large Language Models for Scientific Research cites this paper.

LLM4SR: A Survey on Large Language Models for Scientific Research ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 30

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Sparks of Science: Hypothesis Generation Using Structured Paper Data cites this paper.

Sparks of Science: Hypothesis Generation Using Structured Paper Data ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 98

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Can AI Agents Design and Implement Drug Discovery Pipelines? cites this paper.

Can AI Agents Design and Implement Drug Discovery Pipelines? ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 24

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ResearchCodeAgent: An LLM Multi-Agent System for Automated Codification of Research Methodologies cites this paper.

ResearchCodeAgent: An LLM Multi-Agent System for Automated Codification of Research Methodologies ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research cites this paper.

BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 15

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EXP-Bench: Can AI Conduct AI Research Experiments? cites this paper.

EXP-Bench: Can AI Conduct AI Research Experiments? ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic Tasks cites this paper.

Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic Tasks ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 13

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TextAtari: 100K Frames Game Playing with Language Agents cites this paper.

TextAtari: 100K Frames Game Playing with Language Agents ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 2019

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Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey cites this paper.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents cites this paper.

DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 3

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Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research cites this paper.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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SHADE-Arena: Evaluating Sabotage and Monitoring in LLM Agents cites this paper.

SHADE-Arena: Evaluating Sabotage and Monitoring in LLM Agents ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 33

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Deep Research Agents: A Systematic Examination And Roadmap cites this paper.

Deep Research Agents: A Systematic Examination And Roadmap ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Doc2Agent: Scalable Generation of Tool-Using Agents from API Documentation cites this paper.

Doc2Agent: Scalable Generation of Tool-Using Agents from API Documentation ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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RExBench: Can coding agents autonomously implement AI research extensions? cites this paper.

RExBench: Can coding agents autonomously implement AI research extensions? ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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AI4Research: A Survey of Artificial Intelligence for Scientific Research cites this paper.

AI4Research: A Survey of Artificial Intelligence for Scientific Research ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 127

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A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence cites this paper.

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 74

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Evaluation and Benchmarking of LLM Agents: A Survey cites this paper.

Evaluation and Benchmarking of LLM Agents: A Survey ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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How Far Are AI Scientists from Changing the World? cites this paper.

How Far Are AI Scientists from Changing the World? ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 26

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GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation cites this paper.

GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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CFDLLMBench: A Benchmark Suite for Evaluating Large Language Models in Computational Fluid Dynamics cites this paper.

CFDLLMBench: A Benchmark Suite for Evaluating Large Language Models in Computational Fluid Dynamics ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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How can we assess human-agent interactions? Case studies in software agent design cites this paper.

How can we assess human-agent interactions? Case studies in software agent design ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Gated KalmaNet: A Fading Memory Layer Through Test-Time Ridge Regression cites this paper.

Gated KalmaNet: A Fading Memory Layer Through Test-Time Ridge Regression ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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ThunderAgent: A Simple, Fast and Program-Aware Agentic Inference System cites this paper.

ThunderAgent: A Simple, Fast and Program-Aware Agentic Inference System ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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OpenHospital: A Thing-in-itself Arena for Evolving and Benchmarking LLM-based Collective Intelligence cites this paper.

OpenHospital: A Thing-in-itself Arena for Evolving and Benchmarking LLM-based Collective Intelligence ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration cites this paper.

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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EvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale cites this paper.

EvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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EvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale cites this paper.

EvoMaster: A Foundational Evolving Agent Framework for Agentic Science at Scale ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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AI scientists produce results without reasoning scientifically cites this paper.

AI scientists produce results without reasoning scientifically ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Agentic-imodels: Evolving agentic interpretability tools via autoresearch cites this paper.

Agentic-imodels: Evolving agentic interpretability tools via autoresearch ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery cites this paper.

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery cites this paper.

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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gwBenchmarks: Stress-Testing LLM Agents on High-Precision Gravitational Wave Astronomy cites this paper.

gwBenchmarks: Stress-Testing LLM Agents on High-Precision Gravitational Wave Astronomy ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Neurodata Without Boredom: Benchmarking Agentic AI for Data Reuse cites this paper.

Neurodata Without Boredom: Benchmarking Agentic AI for Data Reuse ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 20

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Neurodata Without Boredom: Benchmarking Agentic AI for Data Reuse cites this paper.

Neurodata Without Boredom: Benchmarking Agentic AI for Data Reuse ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 20

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Sheaf-Theoretic Transport and Obstruction for Detecting Scientific Theory Shift in AI Agents cites this paper.

Sheaf-Theoretic Transport and Obstruction for Detecting Scientific Theory Shift in AI Agents ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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MLReplicate: Benchmarking Autonomous Research Systems for Machine Learning Reproducibility cites this paper.

MLReplicate: Benchmarking Autonomous Research Systems for Machine Learning Reproducibility ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics cites this paper.

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 12

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FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics cites this paper.

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 12

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SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science cites this paper.

SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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How Far Are We From True Auto-Research? cites this paper.

How Far Are We From True Auto-Research? ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 22

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Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research cites this paper.

Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 43

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InquiTree: Evaluating AI Agents in the Scientific Inquiry Loop with Paper-Derived Research Trees cites this paper.

InquiTree: Evaluating AI Agents in the Scientific Inquiry Loop with Paper-Derived Research Trees ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Auto-Configuring Scientific Simulators with Lightweight Coding-Agent Adapters cites this paper.

Auto-Configuring Scientific Simulators with Lightweight Coding-Agent Adapters ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Auto-Configuring Scientific Simulators with Lightweight Coding-Agent Adapters cites this paper.

Auto-Configuring Scientific Simulators with Lightweight Coding-Agent Adapters ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Data Journalist Agent: Transforming Data into Verifiable Multimodal Stories cites this paper.

Data Journalist Agent: Transforming Data into Verifiable Multimodal Stories ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

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Resolution: verified exact; arxiv_id, observed 2026-07-03T04:37:37.774873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation de9f9559-3f59-4240-9449-302bfad1419c · inbound

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement cites this paper.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 118

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T09:40:47.024579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e743964-8983-4ece-a96c-7cb1ab00d7b8 · inbound

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence cites this paper.

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T17:38:44.063091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd4861ec-7298-450a-83f5-50c4d597d14e · inbound

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio cites this paper.

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:48:45.699996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7a4b9f53-6523-4f29-94fa-10146fbcdeeb · inbound

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio cites this paper.

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-30T11:54:38.905083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cc54a9da-76af-46ac-abc7-ab3a7a9f9119 · inbound

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio cites this paper.

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:07:25.722606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 20aa0762-abaa-4548-a728-44d9794ff469 · inbound

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio cites this paper.

MetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T11:08:45.071671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffaa95bd-4fa8-4215-a572-169e113bc2a2 · inbound

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation cites this paper.

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 93

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T20:48:56.358749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 97ae98a8-5aca-4e41-8377-b824b5aae258 · inbound

SafeClawBench: Separating Semantic, Audit-Evidence, and Sandbox Harm in Tool-Using LLM Agents cites this paper.

SafeClawBench: Separating Semantic, Audit-Evidence, and Sandbox Harm in Tool-Using LLM Agents ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-03T22:18:59.717212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4ebafdfb-d718-4a22-906d-22d78ff414fc · inbound

Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark cites this paper.

Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:49:24.272487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 44d78091-2566-498b-b749-93971a525d1a · inbound

Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution cites this paper.

Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:39:30.801028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 39f1b902-6d5b-4f37-bece-6c0a835556e3 · inbound

How Do Tool-Augmented LLM Agents Perform on Real-World Energy Analytics Tasks? cites this paper.

How Do Tool-Augmented LLM Agents Perform on Real-World Energy Analytics Tasks? ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:29:56.683593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6aca5516-39b5-4cb5-a91b-53c26b4307a6 · inbound

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops cites this paper.

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 188

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T03:45:55.719982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ebd57547-9138-42c3-9bcf-b982a4fac180 · inbound

Evolutionary Intelligence for Scientific Discovery: From Evolutionary Computation to Cumulative Discovery Systems cites this paper.

Evolutionary Intelligence for Scientific Discovery: From Evolutionary Computation to Cumulative Discovery Systems ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-13T00:55:17.107245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3b9591a-9c4c-4707-b2a8-8863478fcf5e · inbound

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging cites this paper.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c12ae4c-2cc0-45c9-bd76-b4e32ef82e35 · inbound

SciCodePile: A 128GB Corpus and Executable Benchmark for Challenging Scientific Code Generation cites this paper.

SciCodePile: A 128GB Corpus and Executable Benchmark for Challenging Scientific Code Generation ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T13:28:32.903465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 487e51cc-4ac0-47cd-a22e-49062cd04b05 · inbound

SciDataSailor: Deep Scientific Data Exploring cites this paper.

SciDataSailor: Deep Scientific Data Exploring ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T15:02:37.896688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3ab6b94-0a2d-4abd-b2ed-7c5c83063fe8 · inbound

Adversarial Fast-Moving Real-World Domains as Test Beds for Benchmarking AI Scientist Capabilities cites this paper.

Adversarial Fast-Moving Real-World Domains as Test Beds for Benchmarking AI Scientist Capabilities ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T16:49:30.068458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers