Paper Citation Record · LEDGER

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge

As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2506.00777.

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

pith.paper-citation-record.v1
2506.00777 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:02:47.526084Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T07:20:33.617934Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

55 of 55 outbound references displayed

verified exact2
verified fuzzy0
unresolved53
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cbc6415e-83f8-4705-a460-ea733bb3876e · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.279759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7106c982-2c18-40da-b7fc-c50c17e8645b · outbound

This paper cites GPT-4 Technical Report.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.374841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77d10d3b-a33b-47cb-84f2-7a33f045acd9 · outbound

This paper cites PaLM 2 Technical Report.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge PaLM 2 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.455923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8b80b04-3649-4f7b-a8e1-866fb883057d · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:52.076468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2b483b88-b595-4566-a055-62d9d73d343a · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.570013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae6a5b49-c271-4d04-bbc5-f107955debdb · outbound

This paper cites Do, Yan Xu, and Pascale Fung.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Do, Yan Xu, and Pascale Fung

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.667380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14591c23-b534-4fe1-a311-27e02139c2e3 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.774395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe47d2d-c4e9-4e09-94f4-5926e32a1963 · outbound

This paper cites Lessons from the Trenches on Reproducible Evaluation of Language Models.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Lessons from the Trenches on Reproducible Evaluation of Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.811421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdc7ff7e-8cd7-4932-bb5f-d44032f25b2e · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:51.799121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e46f93ed-c5e8-4406-8463-fbfd8a3d8f3f · outbound

This paper cites Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization?.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:43.971142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ec81de2-7bac-4235-9bde-7f605eb4f692 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:51.515495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c16909de-1bcd-45b2-a1ba-703ef69ca796 · outbound

This paper cites The Llama 3 Herd of Models.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:44.092977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50cf506a-f7c1-4a37-a1bf-2367ccb2b5fb · outbound

This paper cites A Survey on LLM-as-a-Judge.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge A Survey on LLM-as-a-Judge

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:44.191039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c4fc371-c7ee-459a-a98d-c2389ef9501d · outbound

This paper cites Textbooks Are All You Need.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Textbooks Are All You Need

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:44.278334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 273682e8-0e02-4749-83a5-286b9146a2da · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:51.337098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cbae3a98-ca16-4dd6-bbdd-44dca82ce701 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:51.158245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 318fbf0a-8b9e-46ba-b30e-1bc1ba27c0f1 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:50.973844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0acd8fa1-ae60-42a3-a3ab-4e4fcb1837a8 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:50.819956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 750697ef-7b14-416b-8c6e-a9e46d38f0a4 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:50.701200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a37e638d-10f7-4dbd-a7d6-7fc50ad630ae · outbound

This paper cites Mistral 7B.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Mistral 7B

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:44.774585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5c456ea-1544-4d02-b8f0-e6aad9adf624 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:44.846828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9435f877-6007-4322-a81e-c5810a4c9458 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:50.551364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 81544950-e252-4a74-9359-af0383cc8fb3 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:50.386188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 26eb1209-bb7b-4000-a877-b69af6dcc843 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:50.234920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2560fe2a-3da9-4493-8ab7-659330931aed · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:50.062140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 298d0589-20bc-4e25-85c1-96296dd9b862 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:45.164069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06bf94d4-9c2f-48d7-9bff-76396c9df471 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:49.844122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a2ef83a-53bf-4b90-80a8-e7d056c11299 · outbound

This paper cites Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:02:48.093541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5cadf5ed-49d7-46e9-bd80-4030446042c0 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:49.699229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aff110c5-0e2c-4e02-a339-daba80ea5fbf · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:45.447467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83333015-ee06-4a8d-b60c-dfcf78e74003 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:49.488172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 42e80012-10ba-4cc7-8113-db1af6a125ff · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:45.662507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2095bc52-8ce1-4095-8456-d2006553892e · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:49.258384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 92117b81-12ff-469f-8f40-7013e7db6479 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:49.070708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ce3edb10-ee22-421e-b374-a70e25b9e77d · outbound

This paper cites Large Language Models: A Survey.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Large Language Models: A Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:45.923985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97fa6cba-6fe9-4112-b633-bd51a6587bc9 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.028316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 833e2177-030b-4af2-bc95-7632073d094d · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:48.903055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 26328e55-814b-46e0-b17c-7f2f17807602 · outbound

This paper cites Capabilities of Gemini Models in Medicine.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Capabilities of Gemini Models in Medicine

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.105692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1eb2724-5824-4238-ae81-2151f47b44b0 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:48.696990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a1c00059-8291-4ba1-8775-412fa7dbda72 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Gemini: A Family of Highly Capable Multimodal Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.272794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae4979be-f501-4ceb-9281-b6eb49557a47 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:48.559413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 314fb2e5-19f0-4af3-9c87-50d91fa7f7fd · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge LLaMA: Open and Efficient Foundation Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.447687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e742cba8-03c6-46fa-b04f-7a509c554f3c · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.559562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68bca6ec-97b6-4e23-84de-f71a635099d1 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.635872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a894cab8-c0f5-4d16-a157-c7161b72cab6 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.689377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4663eb2b-2686-445f-a5d7-a8a7b0df7032 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 46

Resolution: verified exact; doi, observed 2026-08-07T12:02:47.762727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30c32547-5fa8-4a28-bec9-fa48dd432be1 · outbound

This paper cites Qwen2 Technical Report.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Qwen2 Technical Report

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.842724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95adc132-2783-4092-a826-74124f853fc3 · outbound

This paper cites Qwen2.5 Technical Report.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Qwen2.5 Technical Report

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:46.912360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58ebfe33-87a9-4cf2-acb7-27659c5495b8 · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:47.010722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04287b94-8cbe-4d13-a478-4cbb1f7b122d · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:47.084587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82a3b566-caff-4747-837c-9698baec91c2 · outbound

This paper cites A Survey of Large Language Models.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge A Survey of Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:47.192473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3160186-47ab-43f5-aa75-3981d65cb121 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:47.241849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29b03e43-fffa-4182-a8a2-54e8643a8ea0 · outbound

This paper cites an unresolved cited work.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:48.359311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa99093f-eff0-48e5-8bd8-ad20e2821bd3 · outbound

This paper cites online" 'onlinestring :=.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge online" 'onlinestring :=

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:47.459081Z

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Observation 65b484b4-22af-470f-9f3e-ec5db528a1a3 · outbound

This paper cites write newline.

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge write newline

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:47.526084Z

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Pith citing papers

Observation b2697847-5dea-482a-82da-5a066fb655a6 · inbound

Enjoy Your Talk: A Human-Centered Benchmark for Multi-Turn Dialogue with Decoupled User Simulation, Target Modeling, and Judging cites this paper.

Enjoy Your Talk: A Human-Centered Benchmark for Multi-Turn Dialogue with Decoupled User Simulation, Target Modeling, and Judging Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T11:49:31.595873Z

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Observation 3d01d9e4-23ce-496d-8e1e-f52f7e92bc81 · inbound

Enjoy Your Talk: A Human-Centered Benchmark for Multi-Turn Dialogue with Decoupled User Simulation, Target Modeling, and Judging cites this paper.

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T07:20:33.617934Z

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