Paper Citation Record · LEDGER

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively

As of 8 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2506.00396.

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

pith.paper-citation-record.v1
2506.00396 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:11:46.192441Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f6377368-b056-412a-96ae-e14ccad40c31 · outbound

This paper cites URL: " 'urlintro :=.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:41.751456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33a3c908-e5a4-4da1-9430-d564e72bd382 · outbound

This paper cites write newline.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:41.847455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4499d80-d173-495d-aa62-b5e11faf4df3 · outbound

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

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:42.045200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a774c6f8-9cbb-4f70-a7eb-df45b99c2156 · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Accelerating Large Language Model Decoding with Speculative Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:42.178654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc94f70a-b3fa-48af-abc8-c7a354fcb0f0 · outbound

This paper cites FinQA: A Dataset of Numerical Reasoning over Financial Data.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively FinQA: A Dataset of Numerical Reasoning over Financial Data

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:42.331835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a086ed3-0756-41da-896f-065a4a73b3f6 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Training Verifiers to Solve Math Word Problems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:42.497773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95746e22-c505-4434-a73e-f0f025859af1 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:48.912689Z

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 4bb8b3b9-fc0f-4f72-a8fd-e7e244cb4162 · outbound

This paper cites Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:42.761281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e2df33f-7c43-4e80-bbd8-fd38cc1f67d5 · outbound

This paper cites The Llama 3 Herd of Models.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:42.881590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 188d4c1d-6f1a-4d79-a559-54be10710330 · outbound

This paper cites Reasoning with Language Model is Planning with World Model.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Reasoning with Language Model is Planning with World Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:43.039389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75a67c94-5ce5-4074-bbb4-7174c7500b37 · outbound

This paper cites Large Language Models Cannot Self-Correct Reasoning Yet.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Large Language Models Cannot Self-Correct Reasoning Yet

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:43.197324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb996b5b-de16-4817-a101-d0dafa3b1dfe · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:48.581873Z

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 cd972443-e59a-40ce-b06d-3303f40eea88 · outbound

This paper cites Reward Design with Language Models.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Reward Design with Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:43.508406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac6ecb87-4432-4707-b893-a0045ec5f7c2 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:48.348430Z

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 62239cb0-9347-4121-8d7d-05f951a4c1c9 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:48.144129Z

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 73869741-03f6-4365-8c9b-9dc415079e0e · outbound

This paper cites GPT-4 Technical Report.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively GPT-4 Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:43.975924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4055b49f-ec1b-4352-84a0-f9ce9dd6a23b · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:47.926136Z

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 49912d8b-c8cf-4072-bdc1-e0727f766815 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:44.221997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65b26389-f98b-4547-aab2-6754cc213b0b · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:44.370193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4790b78-16e9-45ec-bb8b-b429c0fc16df · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:47.759436Z

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 b9aaa710-1c47-41ed-9dd1-89d68d6435ff · outbound

This paper cites Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:44.548976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdbd1863-aabd-4658-bf01-a14a595989a2 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:44.662344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b52a0d0b-9606-428e-8a7f-0f4c3a020837 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:47.595645Z

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 25ecfa1a-a068-49e0-beea-9488145e4ca5 · outbound

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

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:44.810602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54b69683-c3c1-46c1-919f-080e91e0a93d · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:44.904533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b8ee25-6ca8-437f-a48c-90b04c7aca29 · outbound

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

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:44.977819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22ae8d7f-691c-417f-975f-b2e50f5f1b5c · outbound

This paper cites PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.058024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06ebea2b-a996-450d-90de-d4a4cf82c051 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.120617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dce3f3e-4cef-4567-9e38-923e7a5aaa63 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:47.282226Z

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 58fb2e04-6789-4528-ab20-838d42e59af2 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.260583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00d41d8c-0668-40df-9829-13e3d9fee315 · outbound

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

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.365323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22c6d246-76e5-403c-be61-4cca2e589cfc · outbound

This paper cites Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.444335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c97218ba-3f3b-4c83-9e10-22a1c2722c86 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.475544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02aadac5-3a10-41c4-ab28-8da1516f555c · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.568213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26fa552f-2b33-4684-9e9a-661ef3c1d765 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:47.096342Z

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 7e877f1d-7658-4cd9-8983-0f96efd48657 · outbound

This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.751564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77ab271b-cb31-40fb-a81d-147fbdc2ca4a · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:46.962735Z

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 5d01445e-2841-406d-808a-45f48acc6633 · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:45.942978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb7fb42d-6cd0-4eca-a422-d9b0e69eddbf · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:46.019554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23584c56-45e1-40e6-a1e6-fb8c3a2c20d5 · outbound

This paper cites ToolChain: Efficient Action Space Navigation in Large Language Models with A Search.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:46.100639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb77b58f-2502-4520-af81-f354e4335d57 · outbound

This paper cites an unresolved cited work.

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:46.822688Z

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.

Pith citing papers

No inbound Pith citation observations are available.