Paper Citation Record · LEDGER

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

As of 23 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 13 inbound Pith citation observations for arXiv:2602.02905.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2602.02905 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T05:17:18.477910Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:22:10.051070Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 60b5d011-6f12-4057-876a-fec078a6ca27 · outbound

This paper cites 2.Experiment Completeness: Whether all key experiments from the paper are captured in the tree structure.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights 2.Experiment Completeness: Whether all key experiments from the paper are captured in the tree structure

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.402142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85532995-9951-458c-be16-567d8fb3682f · outbound

This paper cites ChemCrow: Augmenting large-language models with chemistry tools.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights ChemCrow: Augmenting large-language models with chemistry tools

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.382660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3016884-444a-4dcb-8cc6-da3351167143 · outbound

This paper cites 4.Structural Coherence: Whether the hierarchical decomposition follows a logical parent-child relationship.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights 4.Structural Coherence: Whether the hierarchical decomposition follows a logical parent-child relationship

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.404462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97034d38-aa55-41b9-8a0a-1decd5c58c65 · outbound

This paper cites AgentRxiv: Towards Collaborative Autonomous Research.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights AgentRxiv: Towards Collaborative Autonomous Research

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.388441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65a82c89-567e-44b8-82cd-f489ab58f16c · outbound

This paper cites PaperBench: Evaluating AI's Ability to Replicate AI Research.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights PaperBench: Evaluating AI's Ability to Replicate AI Research

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.391571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c209ba-2920-48f4-8962-66a51de19d7d · outbound

This paper cites Wang, X., Chen, Y ., Yuan, L., Zhang, Y ., Li, Y ., Peng, H., and Ji, H.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Wang, X., Chen, Y ., Yuan, L., Zhang, Y ., Li, Y ., Peng, H., and Ji, H

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.394215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 497e45f6-f199-44ca-9d36-716652175e33 · outbound

This paper cites CycleResearcher: Improving Automated Research via Automated Review.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights CycleResearcher: Improving Automated Research via Automated Review

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.396653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd4b857-3906-4289-97d5-7ed911cbef95 · outbound

This paper cites ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry

Reference 8

Resolution: malformed identifier; no resolver link, observed 2026-08-03T05:17:18.399197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2894f4f6-dfaa-4889-8c2f-fba9c0a6fa48 · outbound

This paper cites The results, shown in Table 9, demonstrate consistently high scores across all aspects, confirming the quality and reliability of the LLM-generated problem trees used in FIRE-Bench.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights The results, shown in Table 9, demonstrate consistently high scores across all aspects, confirming the quality and reliability of the LLM-generated problem trees used in FIRE-Bench

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.406752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e346ac83-7587-43e9-8a17-cadc287323e9 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.409136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b21656a-ccaa-4a2d-ab2b-6e88bf3942b6 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.411320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa854b5-5295-4794-8fd9-7b2d3109d286 · outbound

This paper cites RAGChecker atomized claims:.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights RAGChecker atomized claims:

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.413489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a0ae846-524a-4573-8a5c-538ec13481f9 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.416426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 477d1391-90f4-4294-b7b4-c5c831028d43 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.418547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd17c4b8-326a-41d2-a72c-ac4588afdc22 · outbound

This paper cites Metrics:TP = 3, Precision = 1.0, Recall = 1.0, F1 = 1.0 Justification:Human claim 1 matches RAGChecker claim 1 (both assert early placement improves accuracy).

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Metrics:TP = 3, Precision = 1.0, Recall = 1.0, F1 = 1.0 Justification:Human claim 1 matches RAGChecker claim 1 (both assert early placement improves accuracy)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.420532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1e30399-aec4-42db-9e38-c74987c133c0 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.423022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73bc7f87-dd03-46f5-b7ca-51e6a50b4a1a · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.425163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22f520c5-bd3f-4c38-b472-68208029aabd · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.427051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f85c355-5ccc-4117-8b3e-7ad977a3f15b · outbound

This paper cites RAGChecker atomized claims:.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights RAGChecker atomized claims:

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.429683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 355d5656-0101-4fdb-9432-5cf081143deb · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.431618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5540bfc0-a11d-49f0-817c-b4200d77ae21 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.434028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1168059c-bb01-4367-92e5-1e8eeef2d8bc · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.435949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d1e2341-4c4f-4a5b-8d61-c0fc19db9310 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.438132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f10cf8d-b672-4446-b153-82c2cf059a4f · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.440157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc92d0a5-1997-4c97-9c09-e1e7e2b7d3bc · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.441996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d82287d3-bb57-4f8d-94b7-7915c525684f · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.444226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bc373ca-f690-484f-be95-3b20e69ef209 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.446247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 552975c7-f36f-4e3f-bfcf-82c7dc9a6f0c · outbound

This paper cites RAGChecker atomized claims:.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights RAGChecker atomized claims:

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.448150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e36a50f1-0890-420b-b975-0e36220e5cc7 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.450332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2a1ba0-7e65-43f2-9229-c9b52fb6428b · outbound

This paper cites 23 FIRE-Bench: Evaluating Agents on the Rediscovery of Scientific Insights.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights 23 FIRE-Bench: Evaluating Agents on the Rediscovery of Scientific Insights

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.452604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8b80036-acd3-4e72-8468-47914f61206f · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.454632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0623cee0-2dd3-4153-8712-a759d2e157f3 · outbound

This paper cites Models better at using relevant information at beginning of input context and the performance drops in later position.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Models better at using relevant information at beginning of input context and the performance drops in later position

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.456565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 438ef993-8b29-4ac9-8fa4-72e397a28885 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.458929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3453e61c-a3a7-482e-90c0-aedc35aad6f5 · outbound

This paper cites first... second.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights first... second

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.461003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eec02cb-75eb-4023-83f8-416861793dc3 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.463236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 490dcc49-928d-4493-a08e-761684ea4651 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.465475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4202df0a-fa54-4014-a08e-d5c2be75b097 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.467556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b623832-05c7-4c1d-963a-dcb5dbe47b3a · outbound

This paper cites paper": {.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights paper": {

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.469520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9af276e9-f419-4a2d-add7-9cfeb2f711c4 · outbound

This paper cites {gt}". And the false negative conclusion missed by AI research agent:.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights {gt}". And the false negative conclusion missed by AI research agent:

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.473651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d12c8058-1e34-4aef-8588-fd9326be0319 · outbound

This paper cites an unresolved cited work.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.475908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8152cf2a-c86d-4d62-8bf9-092ecde2c23b · outbound

This paper cites {gt}". And the false positive conclusion generated by an AI research agent:.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights {gt}". And the false positive conclusion generated by an AI research agent:

Reference 44

Resolution: malformed identifier; no resolver link, observed 2026-08-03T05:17:18.477910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5f29e90-b949-46ec-9c5c-79d65cf60fb8 · outbound

This paper cites ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.385882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da817f0d-259e-41ab-a4eb-2561511ca1a3 · outbound

This paper cites ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models.

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T05:17:18.379513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 70392bc8-573d-456f-aaaf-417787b1c0ca · inbound

CellScientist: Dual-Space Hierarchical Orchestration for Closed-Loop Refinement of Virtual Cell Models cites this paper.

CellScientist: Dual-Space Hierarchical Orchestration for Closed-Loop Refinement of Virtual Cell Models FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d4e56307-b23b-4f2c-92cb-1fe798064293 · inbound

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI cites this paper.

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 105

Resolution: metadata mismatch; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 05dda5d5-c53b-4cf4-933c-187747fa5d41 · inbound

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI cites this paper.

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 107

Resolution: metadata mismatch; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4d64b97b-8781-4b8d-acf9-52addbcdd093 · inbound

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery cites this paper.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 96

Resolution: verified exact; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5dae8655-6ba0-4ef9-a23c-faaff92950e3 · inbound

ScientistOne: Towards Human-Level Autonomous Research via Chain-of-Evidence cites this paper.

ScientistOne: Towards Human-Level Autonomous Research via Chain-of-Evidence FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4cf207b5-5848-4295-b211-216a32274e48 · inbound

ReproRepo: Scaling Reproducibility Audits with GitHub Repository Issues cites this paper.

ReproRepo: Scaling Reproducibility Audits with GitHub Repository Issues FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9c519e0a-6c3e-459c-aa60-a223f3be3432 · inbound

Closed-loop Auto Research for Molecular Property Prediction: Discovering and Certifying Generalizable Improvements cites this paper.

Closed-loop Auto Research for Molecular Property Prediction: Discovering and Certifying Generalizable Improvements FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 064b3e11-07ee-4cd4-8249-d90cf0837319 · inbound

NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers? cites this paper.

NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers? FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 84

Resolution: metadata mismatch; arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3d4f5eef-eed7-425f-823a-030ea1e3c421 · inbound

Towards Autonomous and Auditable Medical Imaging Model Development cites this paper.

Towards Autonomous and Auditable Medical Imaging Model Development FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-14T11:05:51.130839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15f66bc1-57d8-4608-886c-8243edea3907 · inbound

FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality cites this paper.

FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T06:42:08.783508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c5551e-0e51-4b1a-be11-471aa150cbf1 · inbound

Before the Action: Benchmarking LLMs on Prospective Hypothesis Discovery cites this paper.

Before the Action: Benchmarking LLMs on Prospective Hypothesis Discovery FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T22:27:24.054724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25037601-cfe4-4099-b06a-ba3ebc732871 · inbound

ResearchArena: Evaluating Sabotage and Monitoring in Automated AI R&D cites this paper.

ResearchArena: Evaluating Sabotage and Monitoring in Automated AI R&D FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T12:50:00.281600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0398953-3ace-4068-b09a-45f52d3761a1 · inbound

ARAC: Benchmarking Auto-Research's Alignment and Completeness on End-to-End Researchs cites this paper.

ARAC: Benchmarking Auto-Research's Alignment and Completeness on End-to-End Researchs FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

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