Paper Citation Record · LEDGER

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation

As of 19 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2505.11887.

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

pith.paper-citation-record.v1
2505.11887 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:52:16.027375Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact1
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe99e6b2-9ad4-4833-9ce6-5a156b5afac0 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:52:16.660025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 736cacf7-1b7a-4eea-961a-98d75003af34 · outbound

This paper cites A Survey on Evaluation of Large Language Models.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation A Survey on Evaluation of Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.832274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ae1315f-b2e0-4ea2-be39-cdbecc09e727 · outbound

This paper cites Introspective Tips: Large Language Model for In-Context Decision Making.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Introspective Tips: Large Language Model for In-Context Decision Making

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.839099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3a4a363-d82e-462d-9b14-f15d2b378a85 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.844477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 063b6d11-0eb9-4b03-9afa-a12882c2c04f · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.849900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d7314dc-5800-4c7e-9114-d2d66514e84f · outbound

This paper cites Fu, Stefano Ermon, Atri Rudra, and Christopher R \'e.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Fu, Stefano Ermon, Atri Rudra, and Christopher R \'e

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.855086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36d53d3c-ce5d-4da7-9ce9-5c06e55ddab4 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.860881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ae0853d-ebca-4618-beea-738a08a39a98 · outbound

This paper cites SimCSE: Simple Contrastive Learning of Sentence Embeddings.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation SimCSE: Simple Contrastive Learning of Sentence Embeddings

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.865639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0ff8caf-385a-48e6-b8e6-99532332d0a0 · outbound

This paper cites Toward a Formal Model of Cognitive Synergy.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Toward a Formal Model of Cognitive Synergy

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:52:16.366965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bfa08233-90d0-4f6c-b2fe-e0a910ef035a · outbound

This paper cites MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.876404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89f45ce1-1142-4618-b202-8b989b4a4413 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.881968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcc36fad-f0dd-4f5d-92a2-66b04e719431 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:52:16.599814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 75244dc7-19e0-4da3-833e-598a2453cda8 · outbound

This paper cites Generative Judge for Evaluating Alignment.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Generative Judge for Evaluating Alignment

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.891381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0546bd6-e589-410c-8fa1-fd9973c40731 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.895949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60031fa8-d1b2-4d9e-ac79-746eb84c8c87 · outbound

This paper cites Leveraging Large Language Models for NLG Evaluation: Advances and Challenges.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Leveraging Large Language Models for NLG Evaluation: Advances and Challenges

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.900326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ce9db86-1999-470d-8155-96053a3c25ec · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.904615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cec2532-cd5a-4414-8135-6becd8038079 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.908759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85bb0d07-65c8-4179-8b85-d7dbabe780bd · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:52:16.561310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 99621ce5-1fcb-42a1-be4e-5ba4f055cfb8 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:52:16.544356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 27a5002f-8dd5-471b-99bd-417cee32d824 · outbound

This paper cites Capabilities of GPT-4 on Medical Challenge Problems.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Capabilities of GPT-4 on Medical Challenge Problems

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.923080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bf04891-3e13-4240-be05-c998aae1a61a · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.928985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec796b18-65fd-4cc5-a77a-8f7563445835 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:52:16.515007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fd885281-6373-4f5d-9fe6-2571e34e8ebb · outbound

This paper cites ZeRO: Memory Optimizations Toward Training Trillion Parameter Models.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation ZeRO: Memory Optimizations Toward Training Trillion Parameter Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.939911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26999ed6-402f-43ee-8b98-d0ecba9448f0 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.945505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec019236-0aeb-45d0-9fbb-c2e864adf274 · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:52:16.485216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d52e11df-71b6-4140-b3e9-f58d670e1e82 · outbound

This paper cites Towards Expert-Level Medical Question Answering with Large Language Models.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Towards Expert-Level Medical Question Answering with Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.955259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c502c932-4b3f-4e1b-8c9b-c0d10e69fae9 · outbound

This paper cites Towards Generalist Biomedical AI.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Towards Generalist Biomedical AI

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.960802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62e19b43-25cc-4929-bff4-926201a354b8 · outbound

This paper cites Is ChatGPT a Good NLG Evaluator? A Preliminary Study.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Is ChatGPT a Good NLG Evaluator? A Preliminary Study

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.966499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31e83056-c601-4f4b-9e4c-0b4f6bc2ea90 · outbound

This paper cites PandaLM: An Automatic Evaluation Benchmark for LLM Instruction Tuning Optimization.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation PandaLM: An Automatic Evaluation Benchmark for LLM Instruction Tuning Optimization

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.971613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ed5c82e-5a2f-4981-85b3-0e38ec60b5f2 · outbound

This paper cites Metacognitive Prompting Improves Understanding in Large Language Models.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Metacognitive Prompting Improves Understanding in Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.976781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6a6421d-a7c4-4106-9d8f-69d28feb8bf5 · outbound

This paper cites PMC-LLaMA: Towards Building Open-source Language Models for Medicine.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation PMC-LLaMA: Towards Building Open-source Language Models for Medicine

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.981975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44085475-2b97-4358-981d-f60b41e82d89 · outbound

This paper cites DoctorGLM: Fine-tuning your Chinese Doctor is not a Herculean Task.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation DoctorGLM: Fine-tuning your Chinese Doctor is not a Herculean Task

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.986548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f264726-f235-421e-a510-d611fd71af91 · outbound

This paper cites Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.993415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bcb0c7c-1f6a-42b9-8737-f99deb595d32 · outbound

This paper cites MedGPTEval: A Dataset and Benchmark to Evaluate Responses of Large Language Models in Medicine.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation MedGPTEval: A Dataset and Benchmark to Evaluate Responses of Large Language Models in Medicine

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:15.999735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a442ca2-7af7-4e24-b452-500945c5925b · outbound

This paper cites an unresolved cited work.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:16.006632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3741cb3-ea52-4b82-ac10-7fd2b015fbae · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation BERTScore: Evaluating Text Generation with BERT

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:16.011526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a460ea7c-0bef-4bbc-860a-30cb27ad795b · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:16.016392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9f921f0-261d-437f-a04e-24c482c895c0 · outbound

This paper cites online" 'onlinestring :=.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation online" 'onlinestring :=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:16.021831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1da77e8c-2915-4da3-9140-e64a5116ad75 · outbound

This paper cites write newline.

AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:16.027375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.