Paper Citation Record · LEDGER

LLM-as-a-Verifier: A General-Purpose Verification Framework

As of 13 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 5 inbound Pith citation observations for arXiv:2607.05391.

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

pith.paper-citation-record.v1
2607.05391 v2

Coverage vector

measured 95 of 95 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T07:02:51.850836Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:59:12.973916Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:12:15.992700Z

Reference resolution

95 of 95 outbound references displayed

verified exact0
verified fuzzy0
unresolved94
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f55c91b1-5d47-4fd1-b038-e60d40f7924f · outbound

This paper cites Scaling Laws for Neural Language Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework Scaling Laws for Neural Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 8ffa3366-e39a-4f28-a0f8-52935f8c285c · outbound

This paper cites Scaling Laws for Reward Model Overoptimization.

LLM-as-a-Verifier: A General-Purpose Verification Framework Scaling Laws for Reward Model Overoptimization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 71e92306-613b-4935-a0ad-b753355627b2 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

LLM-as-a-Verifier: A General-Purpose Verification Framework Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation b4c59a75-bbb2-4f71-a591-975a8e9f859c · outbound

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

LLM-as-a-Verifier: A General-Purpose Verification Framework Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation ab9f7920-47d7-416e-8226-cf0ff9ec9e1d · outbound

This paper cites URLhttps://arxiv.org/abs/2603.04304.

LLM-as-a-Verifier: A General-Purpose Verification Framework URLhttps://arxiv.org/abs/2603.04304

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation d1f15dad-7497-4caf-aebd-1852f3a138d3 · outbound

This paper cites Generative Verifiers: Reward Modeling as Next-Token Prediction.

LLM-as-a-Verifier: A General-Purpose Verification Framework Generative Verifiers: Reward Modeling as Next-Token Prediction

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 128752d3-1f9c-4f5f-b981-a92d58aa5802 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

LLM-as-a-Verifier: A General-Purpose Verification Framework Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation f1bb6b44-408f-49d7-a544-9c8c132a57dd · outbound

This paper cites Let's Verify Step by Step.

LLM-as-a-Verifier: A General-Purpose Verification Framework Let's Verify Step by Step

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 44dc11b6-73c7-4735-befd-005e2d059244 · outbound

This paper cites Robometer: Scaling General-Purpose Robotic Reward Models via Trajectory Comparisons.

LLM-as-a-Verifier: A General-Purpose Verification Framework Robometer: Scaling General-Purpose Robotic Reward Models via Trajectory Comparisons

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 3c6e1b83-dc0c-465b-8bd1-21eb50117013 · outbound

This paper cites Topreward: Token probabilities as hidden zero-shot rewards for robotics.arXiv preprint arXiv:2602.19313, 2026.

LLM-as-a-Verifier: A General-Purpose Verification Framework Topreward: Token probabilities as hidden zero-shot rewards for robotics.arXiv preprint arXiv:2602.19313, 2026

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation fb8a223f-ef8c-4707-8c94-8c170bad9bf6 · outbound

This paper cites RoboReward: General-purpose vision-language reward models for robotics, 2026.

LLM-as-a-Verifier: A General-Purpose Verification Framework RoboReward: General-purpose vision-language reward models for robotics, 2026

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation f5cb24fe-f1f6-496d-aeaa-a7c04d53b76d · outbound

This paper cites LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning.

LLM-as-a-Verifier: A General-Purpose Verification Framework LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation be5595fb-da5a-44bc-9937-ca43e97cf601 · outbound

This paper cites Steering Your Diffusion Policy with Latent Space Reinforcement Learning.

LLM-as-a-Verifier: A General-Purpose Verification Framework Steering Your Diffusion Policy with Latent Space Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation bcb07cd1-343b-40cb-9401-c4deeb814815 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

LLM-as-a-Verifier: A General-Purpose Verification Framework DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 30f318c2-7c22-4f72-ae31-9b83b5d52cee · outbound

This paper cites Learning to summarize from human feedback.

LLM-as-a-Verifier: A General-Purpose Verification Framework Learning to summarize from human feedback

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 4459bd1a-387e-4053-b86b-1f9915963925 · outbound

This paper cites Gemini 2.5 Flash.

LLM-as-a-Verifier: A General-Purpose Verification Framework Gemini 2.5 Flash

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 7d282e79-310d-4e78-88b5-5a15e58ec1c4 · outbound

This paper cites Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces.

LLM-as-a-Verifier: A General-Purpose Verification Framework Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 7b4d97d1-5cad-4b99-b130-49daa6ab34e6 · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan.

LLM-as-a-Verifier: A General-Purpose Verification Framework Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 7aa9590a-9cb4-4d3f-8a77-4db98162a74d · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

LLM-as-a-Verifier: A General-Purpose Verification Framework SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation c3be7f12-5a67-4816-b980-af59e74381f0 · outbound

This paper cites an unresolved cited work.

LLM-as-a-Verifier: A General-Purpose Verification Framework Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 3aca4ddd-0a53-442c-b0f2-feea30e63f2c · outbound

This paper cites URL https://www.tbench.ai/leaderboard/terminal-bench/2.0/capy-build/unknown/ gpt-5.5%40openai.

LLM-as-a-Verifier: A General-Purpose Verification Framework URL https://www.tbench.ai/leaderboard/terminal-bench/2.0/capy-build/unknown/ gpt-5.5%40openai

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation e5e5f8e8-0a0b-43e0-a5ed-1629c0afb394 · outbound

This paper cites URL https://github.com/harbor-framework/terminal-bench/tree/main/ terminal_bench/agents/terminus_2.

LLM-as-a-Verifier: A General-Purpose Verification Framework URL https://github.com/harbor-framework/terminal-bench/tree/main/ terminal_bench/agents/terminus_2

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 27534865-1d49-4b99-b166-9facc21c7358 · outbound

This paper cites Vision Language Models are In-Context Value Learners.

LLM-as-a-Verifier: A General-Purpose Verification Framework Vision Language Models are In-Context Value Learners

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation b819d4be-6c06-42a2-8123-63425233c897 · outbound

This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.

LLM-as-a-Verifier: A General-Purpose Verification Framework $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation bdcda714-7055-4a2e-a2a3-ecb6130f355c · outbound

This paper cites Qwen3 Technical Report.

LLM-as-a-Verifier: A General-Purpose Verification Framework Qwen3 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation b464b566-60bc-46e8-9b48-3048dbefe0f1 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 93a2a312-e723-4b22-ac3a-a09547315ddd · outbound

This paper cites Large Language Models are Zero-Shot Reasoners.

LLM-as-a-Verifier: A General-Purpose Verification Framework Large Language Models are Zero-Shot Reasoners

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 1261d2b8-67f0-4493-baf7-e3dfde008ec1 · outbound

This paper cites Le, and Ed H.

LLM-as-a-Verifier: A General-Purpose Verification Framework Le, and Ed H

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation a63de5e2-2854-406f-bc2e-21e7271c45b4 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 6ebb32fa-cd53-42ee-988a-bd4621eb7695 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.Advances in neural information processing systems, 36:11809–11822, 2023.

LLM-as-a-Verifier: A General-Purpose Verification Framework Tree of thoughts: Deliberate problem solving with large language models.Advances in neural information processing systems, 36:11809–11822, 2023

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 5a6667e2-6171-4962-bdc5-b66d87e6ac1a · outbound

This paper cites Graph of Thoughts: Solving Elaborate Problems with Large Language Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 4851ab17-ff44-420c-ab3f-6cc4fd0aebca · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

LLM-as-a-Verifier: A General-Purpose Verification Framework ReAct: Synergizing reasoning and acting in language models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 89204035-561d-4e1a-9817-6978bcb41109 · outbound

This paper cites Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 5c6911e2-e729-4c75-aaf2-6cfcd0a7e6b2 · outbound

This paper cites Reasoning with language model is planning with world model.

LLM-as-a-Verifier: A General-Purpose Verification Framework Reasoning with language model is planning with world model

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 23224799-541a-4ece-ad26-a35ac5686095 · outbound

This paper cites Large Language Models are Better Reasoners with Self-Verification.

LLM-as-a-Verifier: A General-Purpose Verification Framework Large Language Models are Better Reasoners with Self-Verification

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 0c1aaa43-7926-405a-8b3c-4c7c23411194 · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

LLM-as-a-Verifier: A General-Purpose Verification Framework Self-Refine: Iterative Refinement with Self-Feedback

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation a511c53d-c90d-4b8d-ae4c-d0b5f6237d74 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

LLM-as-a-Verifier: A General-Purpose Verification Framework Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation ae0aea5a-7598-46a9-97bc-e0e3860cc188 · outbound

This paper cites CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing.

LLM-as-a-Verifier: A General-Purpose Verification Framework CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing

Reference 38

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Observation 5b7d6cad-5440-45f6-a52e-74e4dc9203df · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

LLM-as-a-Verifier: A General-Purpose Verification Framework GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation c8b1c71e-98e0-4146-8c88-91dd8dbc4d8b · outbound

This paper cites an unresolved cited work.

LLM-as-a-Verifier: A General-Purpose Verification Framework Unresolved cited work

Reference 40

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Observation 5fed5ba3-8612-420e-9ab8-56de02cc4b38 · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

LLM-as-a-Verifier: A General-Purpose Verification Framework AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation eac4cd1c-082f-4568-a1bf-2ecbec9cc440 · outbound

This paper cites Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu, and Oriol Vinyals.

LLM-as-a-Verifier: A General-Purpose Verification Framework Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu, and Oriol Vinyals

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation abcc0918-3fa5-4e1c-8e08-62b5f903d970 · outbound

This paper cites Le, Christopher Ré, and Azalia Mirhoseini.

LLM-as-a-Verifier: A General-Purpose Verification Framework Le, Christopher Ré, and Azalia Mirhoseini

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 627b1007-72fa-4503-adde-915413945a20 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

LLM-as-a-Verifier: A General-Purpose Verification Framework Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 0e2fcb5d-9bcb-4493-b8a7-56cd062cea4d · outbound

This paper cites Inference-aware fine-tuning for best-of-N sampling in large language models, 2024.

LLM-as-a-Verifier: A General-Purpose Verification Framework Inference-aware fine-tuning for best-of-N sampling in large language models, 2024

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation b552de93-f21d-4aa0-85ec-2410ae7c14a1 · outbound

This paper cites GPTScore: Evaluate as You Desire.

LLM-as-a-Verifier: A General-Purpose Verification Framework GPTScore: Evaluate as You Desire

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 08f0cff5-7b56-4868-9730-75153130b0c3 · outbound

This paper cites G-eval: NLG evaluation using GPT-4 with better human alignment.

LLM-as-a-Verifier: A General-Purpose Verification Framework G-eval: NLG evaluation using GPT-4 with better human alignment

Reference 47

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Observation 90437e6d-9db6-41f6-bc6e-72552aa43ca2 · outbound

This paper cites doi: 10.18653/v1/2023.emnlp-main.153.

LLM-as-a-Verifier: A General-Purpose Verification Framework doi: 10.18653/v1/2023.emnlp-main.153

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation cb498ef1-45d2-4eba-939d-6b85ae9e122c · outbound

This paper cites Xing, Hao Zhang, Joseph E.

LLM-as-a-Verifier: A General-Purpose Verification Framework Xing, Hao Zhang, Joseph E

Reference 49

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Observation 6da08d49-f0c8-4d45-9b3b-e5799ab1a02d · outbound

This paper cites Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators.

LLM-as-a-Verifier: A General-Purpose Verification Framework Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 2114fef4-2e7f-4078-bc10-19361bce13f5 · outbound

This paper cites From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline.

LLM-as-a-Verifier: A General-Purpose Verification Framework From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 85b10f22-d2c3-4088-9cb6-b95c00ee20b5 · outbound

This paper cites FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets.

LLM-as-a-Verifier: A General-Purpose Verification Framework FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation bb47685b-c3ea-4688-a947-2625490feec5 · outbound

This paper cites Prometheus: Inducing fine-grained evaluation capability in language models.

LLM-as-a-Verifier: A General-Purpose Verification Framework Prometheus: Inducing fine-grained evaluation capability in language models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 65b118f9-6125-41c8-bc84-f3a60d53aa10 · outbound

This paper cites an unresolved cited work.

LLM-as-a-Verifier: A General-Purpose Verification Framework Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 01659a7a-dfc2-40c8-a802-f63e4abeee92 · outbound

This paper cites Prometheus 2: An open source language model specialized in evaluating other language models, 2024.

LLM-as-a-Verifier: A General-Purpose Verification Framework Prometheus 2: An open source language model specialized in evaluating other language models, 2024

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation a8142372-901f-49c6-b35e-f893e46b74cc · outbound

This paper cites Generative judge for evaluating alignment.

LLM-as-a-Verifier: A General-Purpose Verification Framework Generative judge for evaluating alignment

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 800f7d39-0df5-41c8-8f12-46c5e9f5be36 · outbound

This paper cites Themis: A Reference-free NLG Evaluation Language Model with Flexibility and Interpretability.

LLM-as-a-Verifier: A General-Purpose Verification Framework Themis: A Reference-free NLG Evaluation Language Model with Flexibility and Interpretability

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation 77cb4c56-63d1-42b1-bc9a-60a61b1a228d · outbound

This paper cites HD-eval: Aligning large language model evaluators through hierarchical criteria decomposition.

LLM-as-a-Verifier: A General-Purpose Verification Framework HD-eval: Aligning large language model evaluators through hierarchical criteria decomposition

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation d4c50f9e-03c3-43fa-bebf-da7e2fa5774f · outbound

This paper cites PandaLM:An automaticevaluationbenchmarkforLLMinstructiontuningoptimization.

LLM-as-a-Verifier: A General-Purpose Verification Framework PandaLM:An automaticevaluationbenchmarkforLLMinstructiontuningoptimization

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation a299f0a0-01d0-4b89-bc8a-1a76daf7d99e · outbound

This paper cites JudgeLM: Fine-tuned large language models are scalable judges.

LLM-as-a-Verifier: A General-Purpose Verification Framework JudgeLM: Fine-tuned large language models are scalable judges

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

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Observation bf80e6ca-8834-4c90-9157-c6afb65304d1 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

LLM-as-a-Verifier: A General-Purpose Verification Framework ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation a5f1939b-7dbc-4939-b18d-c5fc4bb213c7 · outbound

This paper cites Shrinking the generation-verification gap with weak verifiers.arXiv preprint arXiv:2506.18203, 2025.

LLM-as-a-Verifier: A General-Purpose Verification Framework Shrinking the generation-verification gap with weak verifiers.arXiv preprint arXiv:2506.18203, 2025

Reference 62

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation 460285ab-49af-43f7-b100-9b5bc651eb03 · outbound

This paper cites Large language models are not fair evaluators.

LLM-as-a-Verifier: A General-Purpose Verification Framework Large language models are not fair evaluators

Reference 63

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation 481c9dfb-0f74-4efd-961b-865f2bfc1593 · outbound

This paper cites Evaluating large language models at evaluating instruction following.

LLM-as-a-Verifier: A General-Purpose Verification Framework Evaluating large language models at evaluating instruction following

Reference 64

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9b73bbf-03de-4ba3-b178-d538abc065d4 · outbound

This paper cites Benchmarking Cognitive Biases in Large Language Models as Evaluators.

LLM-as-a-Verifier: A General-Purpose Verification Framework Benchmarking Cognitive Biases in Large Language Models as Evaluators

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation 9d903bc7-1671-45df-82a5-b0383e87779d · outbound

This paper cites LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores.

LLM-as-a-Verifier: A General-Purpose Verification Framework LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores

Reference 66

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1c3fb45-03e1-47ed-b3fb-afb656ed1620 · outbound

This paper cites JudgeBench: A benchmark for evaluating LLM-based judges.

LLM-as-a-Verifier: A General-Purpose Verification Framework JudgeBench: A benchmark for evaluating LLM-based judges

Reference 67

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation bad1870f-e62a-4db5-8c05-5f4d3eaa0e89 · outbound

This paper cites An empirical study of LLM-as-a-judge for LLM evaluation: Fine-tuned judge model is not a general substitute for GPT-4.

LLM-as-a-Verifier: A General-Purpose Verification Framework An empirical study of LLM-as-a-judge for LLM evaluation: Fine-tuned judge model is not a general substitute for GPT-4

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation b7a9f655-9f30-4eb0-99d8-c68ab6d5b659 · outbound

This paper cites CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding Tasks.

LLM-as-a-Verifier: A General-Purpose Verification Framework CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding Tasks

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation 7fe4ef8e-7ef3-4cbb-90fe-4457cebebf50 · outbound

This paper cites MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark.

LLM-as-a-Verifier: A General-Purpose Verification Framework MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation e071b0f0-db76-401f-adcb-695c60fd0a31 · outbound

This paper cites Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation.

LLM-as-a-Verifier: A General-Purpose Verification Framework Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad819da2-2bf2-4957-82d1-61e88aafbb35 · outbound

This paper cites LLaVA-Critic: Learning to Evaluate Multimodal Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework LLaVA-Critic: Learning to Evaluate Multimodal Models

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c93d45e-0469-49ea-ba6d-17f975c76af1 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

LLM-as-a-Verifier: A General-Purpose Verification Framework Solving math word problems with process- and outcome-based feedback

Reference 73

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a02f34b-4e62-4d4a-9c0c-f39f55067a6f · outbound

This paper cites VIP: Towards universal visual reward and representation via value-implicit pre-training,.

LLM-as-a-Verifier: A General-Purpose Verification Framework VIP: Towards universal visual reward and representation via value-implicit pre-training,

Reference 74

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1310acd4-f87e-4717-a0dd-aec57ce9dfdb · outbound

This paper cites VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training.

LLM-as-a-Verifier: A General-Purpose Verification Framework VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training

Reference 75

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation a68434fb-7d6f-49c6-b07d-c8c18e3f2a6a · outbound

This paper cites LIV: Language-Image Representations and Rewards for Robotic Control.

LLM-as-a-Verifier: A General-Purpose Verification Framework LIV: Language-Image Representations and Rewards for Robotic Control

Reference 76

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81243133-fb41-45de-8cc8-fca2b085034b · outbound

This paper cites Sontakke, Jesse Zhang, Sébastien M.

LLM-as-a-Verifier: A General-Purpose Verification Framework Sontakke, Jesse Zhang, Sébastien M

Reference 77

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation afa61f81-4c7d-4877-8f5b-10580d8c0c8f · outbound

This paper cites RoboCLIP: One Demonstration is Enough to Learn Robot Policies.

LLM-as-a-Verifier: A General-Purpose Verification Framework RoboCLIP: One Demonstration is Enough to Learn Robot Policies

Reference 78

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d27b0c92-b711-49ec-a398-c26a00ba82a1 · outbound

This paper cites Vision-Language Models are Zero-Shot Reward Models for Reinforcement Learning.

LLM-as-a-Verifier: A General-Purpose Verification Framework Vision-Language Models are Zero-Shot Reward Models for Reinforcement Learning

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2159aea4-c9d6-488c-bf68-f1ac3e07fd84 · outbound

This paper cites RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback.

LLM-as-a-Verifier: A General-Purpose Verification Framework RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback

Reference 80

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e5994b9-f181-4ccf-8356-9aeb00c7c3af · outbound

This paper cites Language to Rewards for Robotic Skill Synthesis.

LLM-as-a-Verifier: A General-Purpose Verification Framework Language to Rewards for Robotic Skill Synthesis

Reference 81

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 452ca998-7168-4afb-8c1e-428707d1d97f · outbound

This paper cites Text2Reward: Reward Shaping with Language Models for Reinforcement Learning.

LLM-as-a-Verifier: A General-Purpose Verification Framework Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 82

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0172d717-a7b0-4903-b8a0-27daae6f082d · outbound

This paper cites Eureka: Human-Level Reward Design via Coding Large Language Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework Eureka: Human-Level Reward Design via Coding Large Language Models

Reference 83

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f8f2769-e3e1-425b-b199-90a7a0b636e9 · outbound

This paper cites Lim, Jesse Thomason, Erdem Biyik, and Jesse Zhang.

LLM-as-a-Verifier: A General-Purpose Verification Framework Lim, Jesse Thomason, Erdem Biyik, and Jesse Zhang

Reference 84

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7362ffb4-624c-4e66-8651-8578f6e79d9c · outbound

This paper cites SARM: Stage-Aware Reward Modeling for Long Horizon Robot Manipulation.

LLM-as-a-Verifier: A General-Purpose Verification Framework SARM: Stage-Aware Reward Modeling for Long Horizon Robot Manipulation

Reference 85

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d644c3bd-b56f-4e03-93a7-2505c60d8a8c · outbound

This paper cites Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance.

LLM-as-a-Verifier: A General-Purpose Verification Framework Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 86

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3eb01b9-be0d-4184-b697-e308253d8c17 · outbound

This paper cites Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling.

LLM-as-a-Verifier: A General-Purpose Verification Framework Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling

Reference 87

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f30661cf-cd98-40ae-8a34-d91f52a39059 · outbound

This paper cites RoboMonkey: Scaling test-time sampling and verification for vision-language- action models.

LLM-as-a-Verifier: A General-Purpose Verification Framework RoboMonkey: Scaling test-time sampling and verification for vision-language- action models

Reference 88

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b32664f1-d036-4651-88f2-b39bacacde24 · outbound

This paper cites Unpacking Failure Modes of Generative Policies: Runtime Monitoring of Consistency and Progress.

LLM-as-a-Verifier: A General-Purpose Verification Framework Unpacking Failure Modes of Generative Policies: Runtime Monitoring of Consistency and Progress

Reference 89

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29bdb0e4-9944-4d43-994c-52f6a0ad8a66 · outbound

This paper cites Scaling verification can be more effective than scaling policy learning for vision-language- action alignment, 2026.

LLM-as-a-Verifier: A General-Purpose Verification Framework Scaling verification can be more effective than scaling policy learning for vision-language- action alignment, 2026

Reference 90

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fdc84d5-7da1-49ee-bff1-d66f2c67b25a · outbound

This paper cites FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation.

LLM-as-a-Verifier: A General-Purpose Verification Framework FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation

Reference 91

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 726055b4-c0ff-4fc2-b31b-00150c257451 · outbound

This paper cites QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization.

LLM-as-a-Verifier: A General-Purpose Verification Framework QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization

Reference 92

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d09b7fde-c598-4851-98a9-1d61244a3156 · outbound

This paper cites SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models.

LLM-as-a-Verifier: A General-Purpose Verification Framework SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Reference 93

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation 737ecf2c-6276-4a63-a36c-64a89a504146 · outbound

This paper cites World Action Verifier: Self-Improving World Models via Forward-Inverse Asymmetry.

LLM-as-a-Verifier: A General-Purpose Verification Framework World Action Verifier: Self-Improving World Models via Forward-Inverse Asymmetry

Reference 94

Resolution: unresolved; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Observation 295e4766-fdcb-47ea-9d6d-291d7fd652fc · outbound

This paper cites SC3-Eval: Evaluating Robot Foundation Models via Self-Consistent Video Generation.

LLM-as-a-Verifier: A General-Purpose Verification Framework SC3-Eval: Evaluating Robot Foundation Models via Self-Consistent Video Generation

Reference 95

Resolution: malformed identifier; no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

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Pith citing papers

Observation d1f2b67b-4c8d-4134-a93a-2b055208e62b · inbound

Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration cites this paper.

Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration LLM-as-a-Verifier: A General-Purpose Verification Framework

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T17:46:56.897385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5635ad34-a720-4065-b69f-b132099a4386 · inbound

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning cites this paper.

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning LLM-as-a-Verifier: A General-Purpose Verification Framework

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-30T18:33:28.512215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 324234cf-96c5-40a6-9c77-9101aa57a1d3 · inbound

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning cites this paper.

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning LLM-as-a-Verifier: A General-Purpose Verification Framework

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T01:47:25.009152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8dd1fcd-b443-4331-a919-1f7c28ec0438 · inbound

When Policies Change Probabilities: Modular Decision-Making for LLM Code Review cites this paper.

When Policies Change Probabilities: Modular Decision-Making for LLM Code Review LLM-as-a-Verifier: A General-Purpose Verification Framework

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T00:12:15.996343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e511c256-8f9b-42bf-8f51-b1c08c10a7fd · inbound

ResidencyRL: Reinforcement Learning in Simulated Clinical Environments cites this paper.

ResidencyRL: Reinforcement Learning in Simulated Clinical Environments LLM-as-a-Verifier: A General-Purpose Verification Framework

Reference 195

Resolution: unresolved; no resolver link, observed 2026-08-10T04:59:12.973916Z

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Unavailable: canonical work link unavailable.