Paper Citation Record · LEDGER

Generative Adversarial Reviews: When LLMs Become the Critic

As of 15 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 4 inbound Pith citation observations for arXiv:2412.10415.

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

pith.paper-citation-record.v1
2412.10415 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:57:43.570308Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:16:12.564222Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T05:17:06.411970Z

Reference resolution

33 of 33 outbound references displayed

verified exact1
verified fuzzy5
unresolved26
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7bf7c1ee-cccb-4fca-bfc4-b5cc611613c0 · outbound

This paper cites Cooperation, Competition, and Maliciousness: LLM-Stakeholders Interactive Negotiation.

Generative Adversarial Reviews: When LLMs Become the Critic Cooperation, Competition, and Maliciousness: LLM-Stakeholders Interactive Negotiation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.432928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17ec3756-8e33-4453-86c7-318fe5c5a250 · outbound

This paper cites Accessed: 2024-10-25.

Generative Adversarial Reviews: When LLMs Become the Critic Accessed: 2024-10-25

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:57:44.015950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ec2c31c8-288c-4924-b0d2-7fbab008df24 · outbound

This paper cites LLM-as-a-Judge & Reward Model: What They Can and Cannot Do.

Generative Adversarial Reviews: When LLMs Become the Critic LLM-as-a-Judge & Reward Model: What They Can and Cannot Do

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.451182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd526e8-b619-4588-ba7d-56b8b52d89ef · outbound

This paper cites Longformer: The Long-Document Transformer.

Generative Adversarial Reviews: When LLMs Become the Critic Longformer: The Long-Document Transformer

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.459918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 803fb350-3e91-419d-bb69-400314a11faf · outbound

This paper cites Can Large Language Models Be an Alternative to Human Evaluations?.

Generative Adversarial Reviews: When LLMs Become the Critic Can Large Language Models Be an Alternative to Human Evaluations?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.472128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fac184e-8b94-4e11-817b-0f92d92cda11 · outbound

This paper cites Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models.

Generative Adversarial Reviews: When LLMs Become the Critic Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.476690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fcc2eae-3301-46a2-88cb-da705f53a39d · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Generative Adversarial Reviews: When LLMs Become the Critic From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.480739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b1d9e86-6b4c-4ecf-ab2c-c95278303ea1 · outbound

This paper cites S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents.

Generative Adversarial Reviews: When LLMs Become the Critic S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-11T19:57:43.484633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef6eb9cd-d183-4d55-b752-855913948e34 · outbound

This paper cites The Llama 3 Herd of Models.

Generative Adversarial Reviews: When LLMs Become the Critic The Llama 3 Herd of Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.489043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cae3437b-f227-4e37-9354-fef87fe40726 · outbound

This paper cites AgentReview: Exploring Peer Review Dynamics with LLM Agents.

Generative Adversarial Reviews: When LLMs Become the Critic AgentReview: Exploring Peer Review Dynamics with LLM Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.492834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48da829c-9848-44e4-a669-8331a177b6fb · outbound

This paper cites AnglE-optimized Text Embeddings.

Generative Adversarial Reviews: When LLMs Become the Critic AnglE-optimized Text Embeddings

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.497048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ad352f-8dd6-4200-a0bb-e6548aca3b79 · outbound

This paper cites Training Socially Aligned Language Models on Simulated Social Interactions.

Generative Adversarial Reviews: When LLMs Become the Critic Training Socially Aligned Language Models on Simulated Social Interactions

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.501024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d271b4a-3c8c-409d-bf85-28a0028bfbb2 · outbound

This paper cites Discovering Preference Optimization Algorithms with and for Large Language Models.

Generative Adversarial Reviews: When LLMs Become the Critic Discovering Preference Optimization Algorithms with and for Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.505017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14520934-e7fb-4ae3-8bc6-33d8631ee8b6 · outbound

This paper cites GPT-4 Technical Report.

Generative Adversarial Reviews: When LLMs Become the Critic GPT-4 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.509552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fb9b98d-813e-41c0-9e74-52d25c7b5e43 · outbound

This paper cites GPT4 is Slightly Helpful for Peer-Review Assistance: A Pilot Study.

Generative Adversarial Reviews: When LLMs Become the Critic GPT4 is Slightly Helpful for Peer-Review Assistance: A Pilot Study

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.513263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ee05915-371e-4bce-94e4-2793e3a8db90 · outbound

This paper cites A Decade of Knowledge Graphs in Natural Language Processing: A Survey.

Generative Adversarial Reviews: When LLMs Become the Critic A Decade of Knowledge Graphs in Natural Language Processing: A Survey

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-11T19:57:43.753884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation aed829b3-56a3-48a2-af59-79251e6d9965 · outbound

This paper cites Real ml: Recognizing, exploring, and articulating limitations of machine learning research.

Generative Adversarial Reviews: When LLMs Become the Critic Real ml: Recognizing, exploring, and articulating limitations of machine learning research

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:57:43.975831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6f28f86b-0b9d-4bd7-8193-5025ac86f591 · outbound

This paper cites Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System.

Generative Adversarial Reviews: When LLMs Become the Critic Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.526813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c2ad7a6-cdfe-44bb-9565-c128fa03d0ac · outbound

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

Generative Adversarial Reviews: When LLMs Become the Critic Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.531626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d59f5011-28bd-4ad3-84ba-285be432a115 · outbound

This paper cites DiGress: Discrete Denoising diffusion for graph generation.

Generative Adversarial Reviews: When LLMs Become the Critic DiGress: Discrete Denoising diffusion for graph generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.544318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2b5d609-0168-4c87-b30f-9516cc4b7579 · outbound

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

Generative Adversarial Reviews: When LLMs Become the Critic SciMON: Scientific Inspiration Machines Optimized for Novelty

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.548352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58032e1d-0b72-4ea0-a511-b4857bd96dbc · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Generative Adversarial Reviews: When LLMs Become the Critic The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.557342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5d0630f-a634-4aed-8d76-b64e6d7cf10b · outbound

This paper cites Is your paper being re- viewed by an LLM? investigating AI text detectability in peer review.

Generative Adversarial Reviews: When LLMs Become the Critic Is your paper being re- viewed by an LLM? investigating AI text detectability in peer review

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:57:43.963106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b4d88272-56eb-44fa-bbc4-c6611281252b · outbound

This paper cites Large Language Models for Scientific Synthesis, Inference and Explanation.

Generative Adversarial Reviews: When LLMs Become the Critic Large Language Models for Scientific Synthesis, Inference and Explanation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.566063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a53577f-6e02-4ca5-9406-85dceb258894 · outbound

This paper cites Can Large Language Models Transform Computational Social Science?.

Generative Adversarial Reviews: When LLMs Become the Critic Can Large Language Models Transform Computational Social Science?

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.570308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa972d14-d0c8-4e4f-9150-a78f13e99649 · outbound

This paper cites Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms.

Generative Adversarial Reviews: When LLMs Become the Critic Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.535820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a2a70cb-7273-40b2-b1b0-f6c8f3662d19 · outbound

This paper cites Anonymous.

Generative Adversarial Reviews: When LLMs Become the Critic Anonymous

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.446841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fcbb12e-4b57-4951-ab5c-7af3508cb179 · outbound

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

Generative Adversarial Reviews: When LLMs Become the Critic AI-Driven Review Systems: Evaluating LLMs in Scalable and Bias-Aware Academic Reviews

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.540037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84c7d666-a7a0-4eca-b2c4-17e327a92bac · outbound

This paper cites The neurips 2021 consistency experiment,.

Generative Adversarial Reviews: When LLMs Become the Critic The neurips 2021 consistency experiment,

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:57:44.003778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4c38e029-185d-4bc9-a827-3620f3832fd6 · outbound

This paper cites Abeba Birhane, Pratyusha Kalluri, Dallas Card, William Agnew, Ravit Dotan, and Michelle Bao.

Generative Adversarial Reviews: When LLMs Become the Critic Abeba Birhane, Pratyusha Kalluri, Dallas Card, William Agnew, Ravit Dotan, and Michelle Bao

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:57:43.989609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7f184e76-75ba-4f6a-880e-a0d7936e3a71 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Generative Adversarial Reviews: When LLMs Become the Critic AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.552936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c65fff43-b415-43fa-be27-7f60535f00c5 · outbound

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

Generative Adversarial Reviews: When LLMs Become the Critic ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.455382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de47089a-9995-4114-a702-ecacfe2831d3 · outbound

This paper cites Playing repeated games with Large Language Models.

Generative Adversarial Reviews: When LLMs Become the Critic Playing repeated games with Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T19:57:43.438056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9c494b58-13f1-464c-9190-03a94830a085 · inbound

Large language models for automated scholarly paper review: A survey cites this paper.

Large language models for automated scholarly paper review: A survey Generative Adversarial Reviews: When LLMs Become the Critic

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T19:16:12.564222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6159d647-7105-4d7c-8b40-62d7266365b7 · inbound

CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulation cites this paper.

CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulation Generative Adversarial Reviews: When LLMs Become the Critic

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T22:22:39.525834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba483e3f-61eb-4e10-9ff1-cd376ec7fb2d · inbound

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator cites this paper.

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator Generative Adversarial Reviews: When LLMs Become the Critic

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:17:06.414238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a90a08ad-ee2f-4fab-bb58-3462b974c27f · inbound

When Roles Fail: Epistemic Constraints on Advocate Role Fidelity in LLM-Based Political Statement Analysis cites this paper.

When Roles Fail: Epistemic Constraints on Advocate Role Fidelity in LLM-Based Political Statement Analysis Generative Adversarial Reviews: When LLMs Become the Critic

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:56:26.636179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.