Paper Citation Record · LEDGER

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers

As of 10 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 2 inbound Pith citation observations for arXiv:2507.02694.

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

pith.paper-citation-record.v1
2507.02694 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:29:00.074025Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:31:07.060555Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T16:30:31.350050Z

Reference resolution

41 of 41 outbound references displayed

verified exact3
verified fuzzy1
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 08f78825-981f-4c4c-91ff-223c7dd9352d · outbound

This paper cites URL: " 'urlintro :=.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:54.734123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e0caec6-30ee-4726-9519-5224cec11da7 · outbound

This paper cites write newline.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:54.827930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1ae87c-2e01-424a-a461-b79906807f20 · outbound

This paper cites LitLLM: A Toolkit for Scientific Literature Review.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers LitLLM: A Toolkit for Scientific Literature Review

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:54.940382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ed3806d-25ff-4001-bdeb-7448dc0f9f86 · outbound

This paper cites The Llama 3 Herd of Models.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers The Llama 3 Herd of Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:55.015680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42b00762-cef9-46d0-b803-a808948cfe2a · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:29:03.160056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 78cc0600-ff5c-43e7-9b02-2964f9799573 · outbound

This paper cites OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:55.240502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5d01f93-4ce8-494c-b44b-6b6aaccdf147 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 7

Resolution: verified exact; doi, observed 2026-08-06T20:29:00.634891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9069625f-d9b7-46d9-a45b-2db4e7242322 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 8

Resolution: verified exact; doi, observed 2026-08-06T20:29:00.439192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3e55fbb-e238-4ac8-a84a-b0c602f5d323 · outbound

This paper cites MARG: Multi-Agent Review Generation for Scientific Papers.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers MARG: Multi-Agent Review Generation for Scientific Papers

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:55.485174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cfbc9c2-a367-4b8e-b3df-1f9b7ddf7867 · outbound

This paper cites Yu, and Wenpeng Yin.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Yu, and Wenpeng Yin

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:29:02.841612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c0099349-17ec-44c5-97cd-e6d9956c5020 · outbound

This paper cites Reviewer2: Optimizing Review Generation Through Prompt Generation.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Reviewer2: Optimizing Review Generation Through Prompt Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:55.687004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba51a9d9-a55d-4a77-8a52-96181e41fcf1 · outbound

This paper cites Rethinking with Retrieval: Faithful Large Language Model Inference.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Rethinking with Retrieval: Faithful Large Language Model Inference

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:55.805875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1470b403-d7be-498c-a1a3-11f3e219eac7 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:29:02.549472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 704dd7bc-08ac-4795-bf67-728ddab2ac31 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:56.098743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 736a0cda-ccbb-427c-b210-ca5f3f49f58b · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:56.228894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83c6fbc9-ed22-4f24-9835-c2ee27d63b58 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:29:02.306513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 678c25ce-21ba-4cfb-af82-b75bfcb8f254 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:56.533115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fac8b77-16e3-46d4-8ad4-cb089f1e6bc8 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:29:02.099635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5998f763-07a6-4560-a65c-4788e8dff6b8 · outbound

This paper cites ReviewerGPT? An Exploratory Study on Using Large Language Models for Paper Reviewing.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers ReviewerGPT? An Exploratory Study on Using Large Language Models for Paper Reviewing

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:56.785071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5eb11d8-5eb5-494a-9356-8f2dd52ee647 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:56.947136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b84fdda1-d9c1-40ab-a11c-9aefb65e0bfe · outbound

This paper cites AAAR-1.0: Assessing AI's Potential to Assist Research.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers AAAR-1.0: Assessing AI's Potential to Assist Research

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:57.072497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7535cc5a-7deb-4862-bc73-cd19e94dfb14 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:57.218120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33fc09f7-6973-4c54-aaca-27465e0de7a1 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:57.333168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9558762e-80de-4267-8a05-b9b9eb7f39b2 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:29:01.724509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation df77cd10-60a6-4aa6-96d6-b135a2f7b41c · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:57.561973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f9fc8e-9508-4ee9-8e71-d114192bb3ce · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:29:01.448719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5b7bd069-e649-4516-be41-17b886d64454 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:57.840179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 032347fa-e1c9-4bd0-98bd-f5c3a6decb58 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:58.000011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a2e693a-ff14-47b1-99e3-a3dab84c093a · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:58.143989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 351e23ac-7872-4d6e-b67a-590e8ced12cb · outbound

This paper cites Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:58.293447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cb396fe-d045-49d6-853e-28745ac833a1 · outbound

This paper cites Language agents achieve superhuman synthesis of scientific knowledge.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Language agents achieve superhuman synthesis of scientific knowledge

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:58.455762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89fa1bfd-e9e3-4a89-9be7-0211a3979925 · outbound

This paper cites Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:58.559253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 800280f9-3e7f-4189-bc35-f3c1d4f2e981 · outbound

This paper cites SciCode: A Research Coding Benchmark Curated by Scientists.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers SciCode: A Research Coding Benchmark Curated by Scientists

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:58.706378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ea0a70b-3fdc-4600-ab4f-4c0189a1338c · outbound

This paper cites AI-Driven Review Systems: Evaluating LLMs in Scalable and Bias-Aware Academic Reviews.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers AI-Driven Review Systems: Evaluating LLMs in Scalable and Bias-Aware Academic Reviews

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:58.870367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48b44b1c-3299-414e-b35c-82848093a846 · outbound

This paper cites SciMON: Scientific Inspiration Machines Optimized for Novelty.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers SciMON: Scientific Inspiration Machines Optimized for Novelty

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:59.076614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d9dee68-6709-4668-9f36-1c467a7f962d · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 36

Resolution: verified exact; doi, observed 2026-08-06T20:29:00.237388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 69acf563-29b5-4251-a93a-c1d32ee7f759 · outbound

This paper cites Qwen2 Technical Report.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Qwen2 Technical Report

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:59.401448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1cfa0e9-c6d4-433c-bb90-1a5bd7681b48 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:59.571901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8afae18a-bda1-49fc-848a-bb5e39b335bf · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:29:01.141329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 377a67ec-5373-4f47-a329-5d57da32ebd4 · outbound

This paper cites an unresolved cited work.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T20:28:59.907629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0ac95e3-a8bc-4a7a-bfb7-5ae92995d5ee · outbound

This paper cites Hypothesis Generation with Large Language Models.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Hypothesis Generation with Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T20:29:00.074025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 36f04ad3-bf4c-4a99-8588-f4fc60c3fc6b · inbound

Can Multimodal Foundation Models Understand Schematic Diagrams? An Empirical Study on Information-Seeking QA over Scientific Papers cites this paper.

Can Multimodal Foundation Models Understand Schematic Diagrams? An Empirical Study on Information-Seeking QA over Scientific Papers Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T17:31:07.060555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 725bddb8-efc5-4e3d-9f2f-b603cf1cc2e0 · inbound

AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research cites this paper.

AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:30:31.354775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.