Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:12:27.792351Z
Paper Citation Record · LEDGER
As of 7 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:12:27.792351Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-28T06:38:37.969788Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T07:46:46.529546Z
63 of 63 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 27e4bece-34d3-4655-b59c-ecbd55ba1e41 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8229587-89f9-4973-8272-a18480bbe021 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Internlm2 technical report, 2024
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fd88d8ab-459a-4851-a8ea-a196281f8614 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a244f4a-55b8-4433-9bca-bcbeb8a535f6 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards xverify: Efficient answer verifier for reasoning model evaluations
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5eb6f3f5-f2ea-40a4-83e4-8bca12bbe728 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Rm-r1: Reward modeling as reasoning
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48c74d69-9918-4ca3-b307-9e401294ac89 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7930b945-138f-406a-a80f-7e223673d29a · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Training Verifiers to Solve Math Word Problems
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc3bf25f-644f-44e9-b4d7-b2e32884a422 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7109e07-544e-4427-875a-300a852d6170 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Enhancing Chat Language Models by Scaling High-quality Instructional Conversations
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91a8f682-4fdc-4488-aa2b-87c2bdbc8ea5 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5f67fc17-b412-4718-9e5d-bdf7b4b5a5a1 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6d3a2aa-d945-423f-b32c-cef8de7c4e35 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards The Llama 3 Herd of Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9134ff68-0f5c-428b-a629-e43243b37694 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89da10b7-2134-4928-8d0a-08808659ec0e · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards OpenAI o1 System Card
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5545b802-e87f-4476-8211-b6640beb4990 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf909548-303c-4f02-b969-475d1922f1e8 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards RewardBench: Evaluating Reward Models for Language Modeling
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45344ba6-acfd-4334-9793-2a18459719d4 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards CMMLU: Measuring massive multitask language understanding in Chinese
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d00481c9-9872-4460-ba2a-3481dbf6bb5f · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Generative Judge for Evaluating Alignment
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6c40686-fd6e-4553-ba9a-5cb72a9223e6 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f42bd137-6ecf-49af-9c2d-538a32a95b5d · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5a72ff1-95cc-4ccc-b44a-811e87db24a3 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards DeepSeek-V3 Technical Report
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2285295d-a65f-46bd-b053-39e90300167b · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards AlignBench: Benchmarking Chinese Alignment of Large Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37b0be6b-e5c5-4f9f-b230-041943804558 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Inference-time scaling for generalist reward modeling
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff6b0cc0-9d3a-4009-94ad-90d0bacab3d3 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Gpqa: A graduate-level google-proof q&a benchmark
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0341f35-be9f-494e-9a5d-7d227634c76f · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Skywork critic model se- ries
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 68938448-2a4b-4ea9-98d3-3cad8e1b3909 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards JudgeBench: A Benchmark for Evaluating LLM-based Judges
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5e015e9-c44e-49ef-a69e-1cb7dff45951 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Qwen3: Think deeper, act faster
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 795da8ab-7e65-43f8-a394-5160207ec1b2 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Mmlu-pro: A more robust and challenging multi-task language understanding benchmark
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d56107c2-04cf-435c-b5e0-09f1b4efae95 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Qwen2.5 Technical Report
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18917754-a9e0-4cd7-9bb8-634b69e74c0a · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Beyond Scalar Reward Model: Learning Generative Judge from Preference Data
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6997f2a-8ef3-4a86-bacb-be09c4ac33fe · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Learning llm-as-a-judge for preference alignment
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9bca6223-97c1-4117-b5e5-ea6569d54fe0 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Improve LLM-as-a-Judge Ability as a General Ability
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87686c92-4e7f-4a09-a47c-0fcb6213e753 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards RMB: Comprehensively Benchmarking Reward Models in LLM Alignment
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f1839a8-3f0f-422d-b8dd-b5106ee3dee2 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Instruction-Following Evaluation for Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f79f2ab3-661c-4cde-afaf-718d10fe32d5 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards JudgeLM: Fine-tuned Large Language Models are Scalable Judges
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39290a96-bdbd-414f-8930-1f51ff5d31fe · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7bd4b6f4-784d-46d7-a72e-30a8c34b6ebd · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 69757312-1fbb-4263-b5dc-45a1a4838573 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4fc1365d-f39e-4d45-b641-6d7a7e2ab138 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 19933869-5ee9-4471-9f7f-896d60fd0d03 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cafbf833-f115-4365-afba-5190523b1938 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5e250681-443e-4915-9fe0-d0e4e3906f9d · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards User’s Demand
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 97afeb97-ec0c-4f5a-9392-f99d8ad9989d · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards hushed, waiting world
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9b1d7471-1463-420d-ad97-a81dc080490b · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4f1ecb96-0d57-4b53-a581-8d8a9af093e7 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards winter" or
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cb8f08da-78c5-4932-af6a-d324e3f48bad · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Frost paints silent trees
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a2dc8b3e-b321-45df-ad93-d42e2c5a7526 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Areas for Improvement:
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f5f50768-320c-4ffe-b633-fb24295d1e6a · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4dabcec5-a205-4020-a9fb-8001799c2277 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Hushed, the world awaits
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation da3599d4-4a77-42ad-9dd7-21a63ff4dca4 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 90a7f719-402d-4232-af37-03bd184a0d68 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3760ca5f-29b7-492b-bafc-66a1f6127621 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards winter" or
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 81617923-d253-4bcd-84ee-d0bd20ab08c7 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Footsteps fade on paths
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f99abb23-5c3e-467b-9bb5-56e6d605ded9 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Snow": While the user specifically asked to avoid the word
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 732feab5-0c52-4947-9755-1c654ff4287d · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 18639146-0e69-446c-92e3-3d1c6358ea0f · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards hushed, waiting world
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 085ef6eb-93af-49e5-8768-f947b4eee1c3 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards winter" or
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2f2578bb-fb20-47d0-ab72-5fd11d05d2d5 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Frost paints silent trees
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 30f937ea-45dd-497a-9ac0-ab57082168cb · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Areas for Improvement:
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fe1a8d83-464b-4755-951f-ae615343ce38 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fcdebfd1-4cf9-403f-b87a-12c4d9483e16 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1fe53379-46ae-4626-bee2-c05fbcf51fc7 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Unresolved cited work
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 88afcf16-237b-40ed-9de4-73d8854d0102 · outbound
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09e18a57-e8f8-4d76-8cb1-f03086c96058 · inbound
Think-with-Rubrics: From External Evaluator to Internal Reasoning Guidance CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1a759a44-cc4c-4f97-bd61-83c79b70ff22 · inbound
TokenRatio: Principled Token-Level Preference Optimization via Ratio Matching CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards
Reference 193
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ce92f95c-8114-4434-93a2-f09526416a7c · inbound
SCI-PRM: A Tool Aware Process Reward Model for Scientific Reasoning Verification CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.