Paper Citation Record · LEDGER

Reward Reasoning Model

As of 8 August 2026, this Paper Citation Record lists 87 of 87 outbound references and 15 inbound Pith citation observations for arXiv:2505.14674.

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

pith.paper-citation-record.v1
2505.14674 v1

Coverage vector

measured 87 of 87 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:34:53.874909Z

measured 102 of 102 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 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:15:37.528799Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T06:49:38.201535Z

Reference resolution

87 of 87 outbound references displayed

verified exact1
verified fuzzy18
unresolved68
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2b5dc76e-1feb-4983-8214-fa8e19d1cf8a · outbound

This paper cites GPT-4 Technical Report.

Reward Reasoning Model GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.218433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef46c4eb-d007-43dd-bcac-af4fe3fbe2f0 · outbound

This paper cites Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models.

Reward Reasoning Model Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.264050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10d6e181-a23c-4326-a1ea-b681e34819c8 · outbound

This paper cites Atla Selene Mini: A General Purpose Evaluation Model.

Reward Reasoning Model Atla Selene Mini: A General Purpose Evaluation Model

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.298845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 324dd137-dbb8-4b26-ad1d-bfb5723149e7 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.Claude-3 Model Card, 1:1, 2024.

Reward Reasoning Model The claude 3 model family: Opus, sonnet, haiku.Claude-3 Model Card, 1:1, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.335857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abb5fcfe-f89d-4712-9a0a-c907f47bcfec · outbound

This paper cites an unresolved cited work.

Reward Reasoning Model Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-08-07T15:34:54.013847Z

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 47b45be1-fd2f-4c65-b61d-eb409a76aef7 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Reward Reasoning Model Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.406624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6cb77be-ec9f-4514-991a-2a89a49521dc · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Reward Reasoning Model Constitutional AI: Harmlessness from AI Feedback

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.446245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e244ad-e186-419b-a6b6-3427b84bc06e · outbound

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

Reward Reasoning Model Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.491218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d2dc476-2b95-4d48-8f9e-b5fce7fb796a · outbound

This paper cites Language models are few-shot learners.Advances in neural information processing systems, 33:1877–1901, 2020.

Reward Reasoning Model Language models are few-shot learners.Advances in neural information processing systems, 33:1877–1901, 2020

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.535585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2be30d7-3095-4200-b422-7a1795082215 · outbound

This paper cites Sparks of artificial general intelligence: Early experiments with GPT-4, 2023.

Reward Reasoning Model Sparks of artificial general intelligence: Early experiments with GPT-4, 2023

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.592474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f46c7d44-57de-479f-95fe-2c2c9e4dd482 · outbound

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

Reward Reasoning Model CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.638608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecaf28c3-59e1-4e5f-9512-4f3d20541476 · outbound

This paper cites Judgelrm: Large reasoning models as a judge.arXiv preprint arXiv:2504.00050, 2025.

Reward Reasoning Model Judgelrm: Large reasoning models as a judge.arXiv preprint arXiv:2504.00050, 2025

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.684754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6981fcf-1d7b-42ff-b33b-3da231f42faf · outbound

This paper cites Seal: Steerable reasoning calibration of large language models for free.

Reward Reasoning Model Seal: Steerable reasoning calibration of large language models for free

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.725027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89dbad2b-12a3-4097-97aa-2fe0d4550f18 · outbound

This paper cites Rm-r1: Reward modeling as reasoning.arXiv preprint arXiv:2505.02387, 2025.

Reward Reasoning Model Rm-r1: Reward modeling as reasoning.arXiv preprint arXiv:2505.02387, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.777215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4325b17c-a6d6-41a3-89e8-0f630abe60e5 · outbound

This paper cites Christiano, Jan Leike, Tom B.

Reward Reasoning Model Christiano, Jan Leike, Tom B

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.819870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c864530-7a15-455c-a7f2-e29d36148472 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Reward Reasoning Model Training Verifiers to Solve Math Word Problems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.852224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99b94b53-9660-4767-8b08-eb18dde2642a · outbound

This paper cites Elo.The Rating of Chessplayers, Past and Present.

Reward Reasoning Model Elo.The Rating of Chessplayers, Past and Present

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.904944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e5287c2-99f5-44e1-9322-1a6eb4ea874c · outbound

This paper cites Gonzalez, and Ion Stoica.

Reward Reasoning Model Gonzalez, and Ion Stoica

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.948093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f88e40d-533c-4b66-bd39-e43d86ce9f77 · outbound

This paper cites On Designing Effective RL Reward at Training Time for LLM Reasoning.

Reward Reasoning Model On Designing Effective RL Reward at Training Time for LLM Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:50.993826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 033762ca-1f77-4f47-a0ad-dbf9d7e01395 · outbound

This paper cites Scaling laws for reward model overoptimization.

Reward Reasoning Model Scaling laws for reward model overoptimization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.045534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1e8f79-71e1-4408-afda-e93bfc3593fb · outbound

This paper cites A Survey on LLM-as-a-Judge.

Reward Reasoning Model A Survey on LLM-as-a-Judge

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.098716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9251b517-e7ab-4e26-8341-e109762f8faf · outbound

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

Reward Reasoning Model DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.142179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8aff6e2-39e4-47fe-9c9e-541080cb20fd · outbound

This paper cites Mcranker: Generating diverse criteria on-the-fly to improve pointwise llm rankers.

Reward Reasoning Model Mcranker: Generating diverse criteria on-the-fly to improve pointwise llm rankers

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.178507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b2953dc-7c4b-4ecd-a612-2d49d768aa75 · outbound

This paper cites Skywork open reasoner series.

Reward Reasoning Model Skywork open reasoner series

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.224822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6099a2b-3bf3-4ae4-aec6-0aec91939039 · outbound

This paper cites Measuring mathematical problem solving with the MATH dataset.

Reward Reasoning Model Measuring mathematical problem solving with the MATH dataset

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.958482Z

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 f12a8b94-3cf5-4ae0-851e-f9a5556d8a5d · outbound

This paper cites GPT-4o System Card.

Reward Reasoning Model GPT-4o System Card

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.300610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31bd0b84-c20e-4a88-b147-8b2dd8f52a19 · outbound

This paper cites OpenAI o1 System Card.

Reward Reasoning Model OpenAI o1 System Card

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.337869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 536d8b20-32fd-46c3-a843-3794f23bc031 · outbound

This paper cites LLM-blender: Ensembling large language models with pairwise ranking and generative fusion.

Reward Reasoning Model LLM-blender: Ensembling large language models with pairwise ranking and generative fusion

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.370094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd8e1793-3b22-41ac-acd8-1db43cb79403 · outbound

This paper cites SWE-bench: Can language models resolve real-world github issues? InThe Twelfth International Conference on Learning Representations, 2024.

Reward Reasoning Model SWE-bench: Can language models resolve real-world github issues? InThe Twelfth International Conference on Learning Representations, 2024

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.410454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 825d3a07-6a2b-4c64-aec2-07b755b4daa0 · outbound

This paper cites Scaling Laws for Neural Language Models.

Reward Reasoning Model Scaling Laws for Neural Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.450665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8afb08ed-a533-41f1-a60d-44f323f602d8 · outbound

This paper cites Maple: Multi-modal prompt learning.

Reward Reasoning Model Maple: Multi-modal prompt learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.493581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95386e55-d1bd-4352-9799-9053ebb635a1 · outbound

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

Reward Reasoning Model Prometheus 2: An open source language model specialized in evaluating other language models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.527785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce635670-f63c-447b-afd0-6a86ceaab1fe · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Reward Reasoning Model Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.610704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ce3f9a5-3861-4ee6-b727-1c15d0e0512d · outbound

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

Reward Reasoning Model RewardBench: Evaluating Reward Models for Language Modeling

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.641108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d59bc306-acfb-42b5-9cef-d49b096d8c08 · outbound

This paper cites Generative judge for evaluating alignment.

Reward Reasoning Model Generative judge for evaluating alignment

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.936539Z

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 97e93a02-a458-4cf8-bb3d-1fa1e9b98994 · outbound

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

Reward Reasoning Model From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.745476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0dc8f84-b9f5-42c8-8c22-50f1fcd63e53 · outbound

This paper cites an unresolved cited work.

Reward Reasoning Model Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:34:55.926236Z

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 17a41f16-cc95-4c35-847c-587a961c0c0d · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

Reward Reasoning Model Rouge: A package for automatic evaluation of summaries

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.842603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef38318-1a13-4659-b948-b3841db37b33 · outbound

This paper cites Let’s verify step by step.

Reward Reasoning Model Let’s verify step by step

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.791581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10f0424d-d52f-4e3b-bd01-22350bb450f2 · outbound

This paper cites PairJudge RM: Perform Best-of-N Sampling with Knockout Tournament.

Reward Reasoning Model PairJudge RM: Perform Best-of-N Sampling with Knockout Tournament

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.960784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1944545c-20ca-4cd3-a1b0-57e105fd9972 · outbound

This paper cites Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs.

Reward Reasoning Model Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.910884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f772cdb-2858-463c-9082-4001e982e021 · outbound

This paper cites General-reasoner: Advancing llm reasoning across all domains.

Reward Reasoning Model General-reasoner: Advancing llm reasoning across all domains

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.902751Z

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 fbbf5d0d-d666-4fea-beba-18ae91c32152 · outbound

This paper cites Inference-time scaling for generalist reward modeling.arXiv preprint arXiv:2504.02495, 2025.

Reward Reasoning Model Inference-time scaling for generalist reward modeling.arXiv preprint arXiv:2504.02495, 2025

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.997784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca842ffc-23a6-46a5-a14a-e0cee2affeb2 · outbound

This paper cites Training language models to follow instructions with human feedback.

Reward Reasoning Model Training language models to follow instructions with human feedback

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.891726Z

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 04e333ca-9936-4e0a-b645-56707c172df2 · outbound

This paper cites Generative Reward Models.

Reward Reasoning Model Generative Reward Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.079730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e156917e-cdb5-489a-9e9f-32173197839d · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

Reward Reasoning Model Bleu: a method for automatic evaluation of machine translation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.199462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e9deba9-8e08-489e-9407-3eeaba038f60 · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022.

Reward Reasoning Model Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.171617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d40c1b1c-1b3f-4874-8d8c-5e9cad63712b · outbound

This paper cites Qwen2.5 Technical Report.

Reward Reasoning Model Qwen2.5 Technical Report

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.271529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f077f48-f53e-4671-8c10-968b40c4aba1 · outbound

This paper cites OffsetBias: Leveraging debiased data for tuning evaluators.

Reward Reasoning Model OffsetBias: Leveraging debiased data for tuning evaluators

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.231093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d207513-7fda-4cb8-bf09-5dedac3090c0 · outbound

This paper cites Bradley Knox, Chelsea Finn, and Scott Niekum.

Reward Reasoning Model Bradley Knox, Chelsea Finn, and Scott Niekum

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.866191Z

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 93b2115a-a6af-4994-afc3-20a88c48f4dd · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

Reward Reasoning Model Direct preference optimization: Your language model is secretly a reward model

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.301877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b28ebea-f75d-48d4-8953-78e11cbea415 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Reward Reasoning Model DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.426178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b06b04-de8e-479d-85e1-a53711d9db2d · outbound

This paper cites The limits of automatic summarisation according to rouge.

Reward Reasoning Model The limits of automatic summarisation according to rouge

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.856216Z

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 a9d9763e-c9e5-4662-920b-503fffe91314 · outbound

This paper cites Skywork critic model se- ries.

Reward Reasoning Model Skywork critic model se- ries

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.496371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c60e5510-ccfa-4c84-8520-879502e2d277 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Reward Reasoning Model HybridFlow: A Flexible and Efficient RLHF Framework

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.464502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8540d3f5-3be1-4a25-9b67-af2314e4b64a · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Reward Reasoning Model LLaMA: Open and Efficient Foundation Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.573985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfef8121-af75-407d-85ed-ec9b6453c90e · outbound

This paper cites Scaling LLM test- time compute optimally can be more effective than scaling parameters for reasoning.

Reward Reasoning Model Scaling LLM test- time compute optimally can be more effective than scaling parameters for reasoning

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.538743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a812a115-e4e8-4789-8eca-a48adb5d8948 · outbound

This paper cites Secrets of RLHF in Large Language Models Part II: Reward Modeling.

Reward Reasoning Model Secrets of RLHF in Large Language Models Part II: Reward Modeling

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.624148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e4f17b6-25e3-441e-a397-57d7508cd05e · outbound

This paper cites Foundational autoraters: Taming large language models for better automatic evaluation.

Reward Reasoning Model Foundational autoraters: Taming large language models for better automatic evaluation

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.593804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72abce9f-4137-4ad2-b582-5787a5b1cfe9 · outbound

This paper cites Pandalm: An automatic evaluation benchmark for llm instruction tuning optimization.

Reward Reasoning Model Pandalm: An automatic evaluation benchmark for llm instruction tuning optimization

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.834388Z

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 d720deb4-efae-4f39-b636-0d2064001d37 · outbound

This paper cites Self-Taught Evaluators.

Reward Reasoning Model Self-Taught Evaluators

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.667559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b22891b-1cb1-4eb9-8f68-fa2c7b066dd8 · outbound

This paper cites HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM.

Reward Reasoning Model HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.819560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 341ee96e-1efe-4a1d-bfac-48453a6ff084 · outbound

This paper cites an unresolved cited work.

Reward Reasoning Model Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:34:55.823373Z

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 34bbcde9-445e-44e9-a73d-b4270e62c790 · outbound

This paper cites Reinforcement learning for reasoning in large language models with one training example.

Reward Reasoning Model Reinforcement learning for reasoning in large language models with one training example

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.813269Z

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 ba7f0d83-0f17-420d-866d-a61a987a3d3a · outbound

This paper cites J1: Incentivizing thinking in llm-as-a-judge via reinforcement learning.arXiv preprint arXiv:2505.10320, 2025.

Reward Reasoning Model J1: Incentivizing thinking in llm-as-a-judge via reinforcement learning.arXiv preprint arXiv:2505.10320, 2025

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.940879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 514a7db1-078e-4cde-b405-c3bca95521a6 · outbound

This paper cites Zhang, Makesh Narsimhan Sreedhar, and Oleksii Kuchaiev.

Reward Reasoning Model Zhang, Makesh Narsimhan Sreedhar, and Oleksii Kuchaiev

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.802137Z

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 a79a40e6-edfa-40cc-b0df-2f7e4ae87bf4 · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

Reward Reasoning Model Chi, Quoc V Le, and Denny Zhou

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:52.909489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6245467e-b388-4761-9d3c-06b0d0775aed · outbound

This paper cites Inference scaling laws: An empirical analysis of compute-optimal inference for LLM problem-solving.

Reward Reasoning Model Inference scaling laws: An empirical analysis of compute-optimal inference for LLM problem-solving

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.021374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3914fb9b-10c8-4674-9571-b66f9dc9e801 · outbound

This paper cites Metametrics: Calibrating metrics for generation tasks using human preferences.

Reward Reasoning Model Metametrics: Calibrating metrics for generation tasks using human preferences

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.784727Z

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 84ed587f-2345-4098-8b28-592c52a1dbb8 · outbound

This paper cites Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge.

Reward Reasoning Model Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.003907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed3d3685-5069-4f6d-a549-19afa6aca6af · outbound

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

Reward Reasoning Model Learning LLM-as-a-judge for preference alignment

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.759404Z

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 24c0ae7f-4b60-4b0e-9cc0-07b08648a264 · outbound

This paper cites Qwen2 Technical Report.

Reward Reasoning Model Qwen2 Technical Report

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.085306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e6dfe3-c4c2-442f-bd24-53cb550d790f · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Reward Reasoning Model Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.137028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de494628-796f-48eb-8e34-1871d3509850 · outbound

This paper cites Self-rewarding language models.

Reward Reasoning Model Self-rewarding language models

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.349374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fdcaf4-4f08-469b-9515-792345129f24 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Reward Reasoning Model DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.259571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e64558c4-476e-4df2-888d-8be1b6db038b · outbound

This paper cites Self-generated critiques boost reward modeling for language models.

Reward Reasoning Model Self-generated critiques boost reward modeling for language models

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.740256Z

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 3868ed14-945a-4658-936a-d99a0c28f3ae · outbound

This paper cites Gonzalez, and Ion Stoica.

Reward Reasoning Model Gonzalez, and Ion Stoica

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.509079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf5a87e0-1d19-497d-8395-e141e26afb38 · outbound

This paper cites Generative verifiers: Reward modeling as next-token prediction.

Reward Reasoning Model Generative verifiers: Reward modeling as next-token prediction

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.714358Z

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 a5b784e3-5bd9-4f6e-949f-953ce030b548 · outbound

This paper cites The Lessons of Developing Process Reward Models in Mathematical Reasoning.

Reward Reasoning Model The Lessons of Developing Process Reward Models in Mathematical Reasoning

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.466706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09dd05a2-446f-4202-8241-8fb9c98a7b3c · outbound

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

Reward Reasoning Model JudgeLM: Fine-tuned large language mod- els are scalable judges

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.686012Z

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 9df9a508-d550-4afe-bdfb-f965df1da3ef · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in Neural Information Processing Systems, 36:46595–46623, 2023.

Reward Reasoning Model Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in Neural Information Processing Systems, 36:46595–46623, 2023

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.545855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e82255d5-fafd-40d0-857b-3536af06b0d7 · outbound

This paper cites A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future.

Reward Reasoning Model A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:53.601769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f22bab45-4e75-432a-8778-e7f7e5105b1a · outbound

This paper cites Partially Adhered.

Reward Reasoning Model Partially Adhered

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.466419Z

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 5065b370-aea8-49c4-9f0b-5c6e0df169ea · outbound

This paper cites Useful but Incomplete.

Reward Reasoning Model Useful but Incomplete

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.250151Z

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 51c7af70-e049-4117-9136-927f002999ed · outbound

This paper cites Not Detailed.

Reward Reasoning Model Not Detailed

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:54.938238Z

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 7be62865-2f07-45af-bfcd-045c54341bcd · outbound

This paper cites doi: 10.18653/v1/2024.emnlp-main.248.

Reward Reasoning Model doi: 10.18653/v1/2024.emnlp-main.248

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:51.573946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be746c7-c633-497b-844a-2731a542c577 · outbound

This paper cites \boxed{Assistant 1}.

Reward Reasoning Model \boxed{Assistant 1}

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:34:55.665928Z

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.

Pith citing papers

Observation aab485b9-07c5-43db-a0cd-505f144055de · inbound

Tournament of Prompts: Evolving LLM Instructions Through Structured Debates and Elo Ratings cites this paper.

Tournament of Prompts: Evolving LLM Instructions Through Structured Debates and Elo Ratings Reward Reasoning Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:15:37.528799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04ec0a88-7b73-41a4-92c7-b46d6cf7ab9b · inbound

Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains cites this paper.

Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains Reward Reasoning Model

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:07:56.760173Z

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 a2818eef-f5ce-4311-b868-782e9556d367 · inbound

GenSelect: A Generative Approach to Best-of-N cites this paper.

GenSelect: A Generative Approach to Best-of-N Reward Reasoning Model

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T14:51:26.527647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf18a61e-8d83-4445-8171-7d29f8bc4780 · inbound

VRPRM: Process Reward Modeling via Visual Reasoning cites this paper.

VRPRM: Process Reward Modeling via Visual Reasoning Reward Reasoning Model

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-22T12:21:30.995972Z

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 a5c71336-4ebc-41fc-83b2-a6491ddc19d0 · inbound

VRPRM: Process Reward Modeling via Visual Reasoning cites this paper.

VRPRM: Process Reward Modeling via Visual Reasoning Reward Reasoning Model

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T04:27:05.207869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a4676c-98de-4856-8bc4-f4660d2fd46d · inbound

Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs cites this paper.

Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs Reward Reasoning Model

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-18T21:16:50.971419Z

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 589bb886-b043-4291-8a39-8c5ed8c35d8c · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models Reward Reasoning Model

Reference 173

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T00:05:31.631151Z

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 c3900aa1-9feb-460d-9ceb-9b19a2dc5c8d · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle Reward Reasoning Model

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:29.589806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ee2d70b-a2a2-46cf-ad4e-9e71f89c5c87 · inbound

PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling cites this paper.

PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling Reward Reasoning Model

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T03:20:49.334817Z

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 c37af3d7-af75-4336-af67-24164bd603c7 · inbound

OpenReward: Learning to Reward Long-form Agentic Tasks via Reinforcement Learning cites this paper.

OpenReward: Learning to Reward Long-form Agentic Tasks via Reinforcement Learning Reward Reasoning Model

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T07:43:24.151892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a625218-dee7-4b6e-b395-3d97d857f5b3 · inbound

AI Can Learn Scientific Taste cites this paper.

AI Can Learn Scientific Taste Reward Reasoning Model

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T18:14:50.408504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e63bc315-3599-4d2c-9fd4-993a8f2154b0 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation Reward Reasoning Model

Reference 155

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:13.571928Z

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 ad125d65-8338-4ff8-b3a2-25cb045d814e · inbound

Biological Reasoning-Informed Regression for Interpretable Regulatory DNA Activity Prediction cites this paper.

Biological Reasoning-Informed Regression for Interpretable Regulatory DNA Activity Prediction Reward Reasoning Model

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:17:26.268285Z

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 d329b7c8-0292-4432-947f-e065d7525ebf · inbound

Counsel: A Meta-Evaluation Dataset for Agentic Tasks cites this paper.

Counsel: A Meta-Evaluation Dataset for Agentic Tasks Reward Reasoning Model

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-04T06:49:38.204971Z

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 12a1c266-d55d-436a-b877-aadc29b49771 · inbound

TAPAS: Throughput-adaptive Perception for Autonomous Systems cites this paper.

TAPAS: Throughput-adaptive Perception for Autonomous Systems Reward Reasoning Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T18:24:04.760985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.