Paper Citation Record · LEDGER

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards

As of 8 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 3 inbound Pith citation observations for arXiv:2507.09104.

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

pith.paper-citation-record.v1
2507.09104 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:12:27.792351Z

measured 66 of 66 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T06:38:37.969788Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T07:46:46.529546Z

Reference resolution

63 of 63 outbound references displayed

verified exact0
verified fuzzy27
unresolved35
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 27e4bece-34d3-4655-b59c-ecbd55ba1e41 · outbound

This paper cites MT-Bench-101: A Fine-Grained Benchmark for Evaluating Large Language Models in Multi-Turn Dialogues.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards MT-Bench-101: A Fine-Grained Benchmark for Evaluating Large Language Models in Multi-Turn Dialogues

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:25.776024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8229587-89f9-4973-8272-a18480bbe021 · outbound

This paper cites Internlm2 technical report, 2024.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Internlm2 technical report, 2024

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.814458Z

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 fd88d8ab-459a-4851-a8ea-a196281f8614 · outbound

This paper cites CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:25.845529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a244f4a-55b8-4433-9bca-bcbeb8a535f6 · outbound

This paper cites xverify: Efficient answer verifier for reasoning model evaluations.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards xverify: Efficient answer verifier for reasoning model evaluations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:25.879190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eb6f3f5-f2ea-40a4-83e4-8bca12bbe728 · outbound

This paper cites Rm-r1: Reward modeling as reasoning.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Rm-r1: Reward modeling as reasoning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:25.913376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48c74d69-9918-4ca3-b307-9e401294ac89 · outbound

This paper cites BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:25.951994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7930b945-138f-406a-a80f-7e223673d29a · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:25.991199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc3bf25f-644f-44e9-b4d7-b2e32884a422 · outbound

This paper cites Opencompass: A universal evaluation platform for foundation models.https://github.com/open-compass/opencompass, 2023.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Opencompass: A universal evaluation platform for foundation models.https://github.com/open-compass/opencompass, 2023

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.020066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7109e07-544e-4427-875a-300a852d6170 · outbound

This paper cites Enhancing Chat Language Models by Scaling High-quality Instructional Conversations.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Enhancing Chat Language Models by Scaling High-quality Instructional Conversations

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.036730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91a8f682-4fdc-4488-aa2b-87c2bdbc8ea5 · outbound

This paper cites Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs,.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.769707Z

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 5f67fc17-b412-4718-9e5d-bdf7b4b5a5a1 · outbound

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

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.136339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6d3a2aa-d945-423f-b32c-cef8de7c4e35 · outbound

This paper cites The Llama 3 Herd of Models.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.161345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9134ff68-0f5c-428b-a629-e43243b37694 · outbound

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

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.192280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89da10b7-2134-4928-8d0a-08808659ec0e · outbound

This paper cites OpenAI o1 System Card.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards OpenAI o1 System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.225242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5545b802-e87f-4476-8211-b6640beb4990 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.258243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf909548-303c-4f02-b969-475d1922f1e8 · outbound

This paper cites RewardBench: Evaluating Reward Models for Language Modeling.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards RewardBench: Evaluating Reward Models for Language Modeling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.293859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45344ba6-acfd-4334-9793-2a18459719d4 · outbound

This paper cites CMMLU: Measuring massive multitask language understanding in Chinese.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards CMMLU: Measuring massive multitask language understanding in Chinese

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.322948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d00481c9-9872-4460-ba2a-3481dbf6bb5f · outbound

This paper cites Generative Judge for Evaluating Alignment.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Generative Judge for Evaluating Alignment

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.348410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c40686-fd6e-4553-ba9a-5cb72a9223e6 · outbound

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

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.373443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f42bd137-6ecf-49af-9c2d-538a32a95b5d · outbound

This paper cites WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.407047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5a72ff1-95cc-4ccc-b44a-811e87db24a3 · outbound

This paper cites DeepSeek-V3 Technical Report.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards DeepSeek-V3 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.432070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2285295d-a65f-46bd-b053-39e90300167b · outbound

This paper cites AlignBench: Benchmarking Chinese Alignment of Large Language Models.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards AlignBench: Benchmarking Chinese Alignment of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.444272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b0be6b-e5c5-4f9f-b230-041943804558 · outbound

This paper cites Inference-time scaling for generalist reward modeling.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Inference-time scaling for generalist reward modeling

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.459035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff6b0cc0-9d3a-4009-94ad-90d0bacab3d3 · outbound

This paper cites Gpqa: A graduate-level google-proof q&a benchmark.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Gpqa: A graduate-level google-proof q&a benchmark

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.466847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0341f35-be9f-494e-9a5d-7d227634c76f · outbound

This paper cites Skywork critic model se- ries.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Skywork critic model se- ries

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.725029Z

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 68938448-2a4b-4ea9-98d3-3cad8e1b3909 · outbound

This paper cites JudgeBench: A Benchmark for Evaluating LLM-based Judges.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards JudgeBench: A Benchmark for Evaluating LLM-based Judges

Reference 26

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Source-reported events for the cited work

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Observation d5e015e9-c44e-49ef-a69e-1cb7dff45951 · outbound

This paper cites Qwen3: Think deeper, act faster.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Qwen3: Think deeper, act faster

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.690604Z

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 795da8ab-7e65-43f8-a394-5160207ec1b2 · outbound

This paper cites Mmlu-pro: A more robust and challenging multi-task language understanding benchmark.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Mmlu-pro: A more robust and challenging multi-task language understanding benchmark

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.567396Z

Source-reported events for the cited work

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Observation d56107c2-04cf-435c-b5e0-09f1b4efae95 · outbound

This paper cites Qwen2.5 Technical Report.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Qwen2.5 Technical Report

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18917754-a9e0-4cd7-9bb8-634b69e74c0a · outbound

This paper cites Beyond Scalar Reward Model: Learning Generative Judge from Preference Data.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Beyond Scalar Reward Model: Learning Generative Judge from Preference Data

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.607519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6997f2a-8ef3-4a86-bacb-be09c4ac33fe · outbound

This paper cites Learning llm-as-a-judge for preference alignment.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Learning llm-as-a-judge for preference alignment

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.645710Z

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 9bca6223-97c1-4117-b5e5-ea6569d54fe0 · outbound

This paper cites Improve LLM-as-a-Judge Ability as a General Ability.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Improve LLM-as-a-Judge Ability as a General Ability

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.670313Z

Source-reported events for the cited work

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Observation 87686c92-4e7f-4a09-a47c-0fcb6213e753 · outbound

This paper cites RMB: Comprehensively Benchmarking Reward Models in LLM Alignment.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards RMB: Comprehensively Benchmarking Reward Models in LLM Alignment

Reference 33

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Observation 5f1839a8-3f0f-422d-b8dd-b5106ee3dee2 · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Instruction-Following Evaluation for Large Language Models

Reference 34

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Observation f79f2ab3-661c-4cde-afaf-718d10fe32d5 · outbound

This paper cites JudgeLM: Fine-tuned Large Language Models are Scalable Judges.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards JudgeLM: Fine-tuned Large Language Models are Scalable Judges

Reference 35

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Observation 39290a96-bdbd-414f-8930-1f51ff5d31fe · outbound

This paper cites an unresolved cited work.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work

Reference 37

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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 7bd4b6f4-784d-46d7-a72e-30a8c34b6ebd · outbound

This paper cites Consider how well it addresses the user’s demand, meets the user’s constraints, and how well it serves the intended purpose.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Consider how well it addresses the user’s demand, meets the user’s constraints, and how well it serves the intended purpose

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.578949Z

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 69757312-1fbb-4263-b5dc-45a1a4838573 · outbound

This paper cites What aspects of the response fail to meet the user’s request or constraints? What could have been improved?.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards What aspects of the response fail to meet the user’s request or constraints? What could have been improved?

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.548703Z

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 4fc1365d-f39e-4d45-b641-6d7a7e2ab138 · outbound

This paper cites Consider how well it addresses the user’s demand, meets the user’s constraints, and how well it serves the intended purpose.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Consider how well it addresses the user’s demand, meets the user’s constraints, and how well it serves the intended purpose

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.510120Z

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 19933869-5ee9-4471-9f7f-896d60fd0d03 · outbound

This paper cites What aspects of the response fail to meet the user’s request or constraints? What could have been improved?.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards What aspects of the response fail to meet the user’s request or constraints? What could have been improved?

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.457387Z

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 cafbf833-f115-4365-afba-5190523b1938 · outbound

This paper cites Discuss which model’s response is more suitable given the user’s request and con- straints.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Discuss which model’s response is more suitable given the user’s request and con- straints

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.428329Z

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 5e250681-443e-4915-9fe0-d0e4e3906f9d · outbound

This paper cites User’s Demand.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards User’s Demand

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.391320Z

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.

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CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards hushed, waiting world

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.165270Z

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 9b1d7471-1463-420d-ad97-a81dc080490b · outbound

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CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:12:29.126628Z

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 4f1ecb96-0d57-4b53-a581-8d8a9af093e7 · outbound

This paper cites winter" or.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards winter" or

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.085792Z

Source-reported events for the cited work

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Observation cb8f08da-78c5-4932-af6a-d324e3f48bad · outbound

This paper cites Frost paints silent trees.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Frost paints silent trees

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.039194Z

Source-reported events for the cited work

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Observation a2dc8b3e-b321-45df-ad93-d42e2c5a7526 · outbound

This paper cites Areas for Improvement:.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Areas for Improvement:

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.000972Z

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 f5f50768-320c-4ffe-b633-fb24295d1e6a · outbound

This paper cites an unresolved cited work.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work

Reference 54

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Observation 4dabcec5-a205-4020-a9fb-8001799c2277 · outbound

This paper cites Hushed, the world awaits.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Hushed, the world awaits

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.925905Z

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 da3599d4-4a77-42ad-9dd7-21a63ff4dca4 · outbound

This paper cites Overall, the model’s response is a well-crafted poem that meets most of the criteria set by the user’s request.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Overall, the model’s response is a well-crafted poem that meets most of the criteria set by the user’s request

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.888987Z

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 90a7f719-402d-4232-af37-03bd184a0d68 · outbound

This paper cites an unresolved cited work.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:12:29.360097Z

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 3760ca5f-29b7-492b-bafc-66a1f6127621 · outbound

This paper cites winter" or.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards winter" or

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.326832Z

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 81617923-d253-4bcd-84ee-d0bd20ab08c7 · outbound

This paper cites Footsteps fade on paths.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Footsteps fade on paths

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.290702Z

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 f99abb23-5c3e-467b-9bb5-56e6d605ded9 · outbound

This paper cites Snow": While the user specifically asked to avoid the word.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Snow": While the user specifically asked to avoid the word

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.249162Z

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 732feab5-0c52-4947-9755-1c654ff4287d · outbound

This paper cites Introducing a bit of variation in sentence structure could add to the poetic quality, such as using a question or exclamation to create a different tone or emphasis.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Introducing a bit of variation in sentence structure could add to the poetic quality, such as using a question or exclamation to create a different tone or emphasis

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:29.211427Z

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 18639146-0e69-446c-92e3-3d1c6358ea0f · outbound

This paper cites hushed, waiting world.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards hushed, waiting world

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.843893Z

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 085ef6eb-93af-49e5-8768-f947b4eee1c3 · outbound

This paper cites winter" or.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards winter" or

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.802136Z

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 2f2578bb-fb20-47d0-ab72-5fd11d05d2d5 · outbound

This paper cites Frost paints silent trees.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Frost paints silent trees

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.759702Z

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 30f937ea-45dd-497a-9ac0-ab57082168cb · outbound

This paper cites Areas for Improvement:.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Areas for Improvement:

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.728416Z

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 fe1a8d83-464b-4755-951f-ae615343ce38 · outbound

This paper cites For example, including different sensory details (e.g., sounds, smells) could make the poem more immersive.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards For example, including different sensory details (e.g., sounds, smells) could make the poem more immersive

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.673946Z

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 fcdebfd1-4cf9-403f-b87a-12c4d9483e16 · outbound

This paper cites For instance, a line that hints at nostalgia or anticipation could deepen the reader’s connection to the season.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards For instance, a line that hints at nostalgia or anticipation could deepen the reader’s connection to the season

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:12:28.626009Z

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 1fe53379-46ae-4626-bee2-c05fbcf51fc7 · outbound

This paper cites an unresolved cited work.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:12:28.584414Z

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 88afcf16-237b-40ed-9de4-73d8854d0102 · outbound

This paper cites DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs.

CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:26.105107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 09e18a57-e8f8-4d76-8cb1-f03086c96058 · inbound

Think-with-Rubrics: From External Evaluator to Internal Reasoning Guidance cites this paper.

Think-with-Rubrics: From External Evaluator to Internal Reasoning Guidance CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:20:56.220230Z

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 1a759a44-cc4c-4f97-bd61-83c79b70ff22 · inbound

TokenRatio: Principled Token-Level Preference Optimization via Ratio Matching cites this paper.

TokenRatio: Principled Token-Level Preference Optimization via Ratio Matching CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards

Reference 193

Resolution: verified exact; arxiv_id, observed 2026-05-13T04:57:17.294644Z

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 ce92f95c-8114-4434-93a2-f09526416a7c · inbound

SCI-PRM: A Tool Aware Process Reward Model for Scientific Reasoning Verification cites this paper.

SCI-PRM: A Tool Aware Process Reward Model for Scientific Reasoning Verification CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:46:46.530940Z

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.