Paper Citation Record · LEDGER

Logical Reasoning with Outcome Reward Models for Test-Time Scaling

As of 7 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2508.19903.

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

pith.paper-citation-record.v1
2508.19903 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:26:52.816300Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

23 of 23 outbound references displayed

verified exact0
verified fuzzy1
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7087924-0729-49ef-a3bf-8212c0530578 · outbound

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

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.728328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3056f3b-8e04-49fa-acf3-cd2deee7a1bb · outbound

This paper cites JustLogic: A Comprehensive Benchmark for Evaluating Deductive Reasoning in Large Language Models.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling JustLogic: A Comprehensive Benchmark for Evaluating Deductive Reasoning in Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.732798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40436993-5ee3-41b0-853b-afd8acce21bd · outbound

This paper cites The Llama 3 Herd of Models.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling The Llama 3 Herd of Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.736892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 053b84d0-a2eb-4912-94f8-93da3eb77f65 · outbound

This paper cites Fabbri, Wojciech Kryscinski, Semih Yavuz, Ye Liu, Xi Victoria Lin, Shafiq Joty, Yingbo Zhou, Caiming Xiong, Rex Ying, Arman Cohan, and Dragomir Radev.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Fabbri, Wojciech Kryscinski, Semih Yavuz, Ye Liu, Xi Victoria Lin, Shafiq Joty, Yingbo Zhou, Caiming Xiong, Rex Ying, Arman Cohan, and Dragomir Radev

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:26:53.093107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1bacd92f-c50c-450c-9dc0-4e92fdbacd45 · outbound

This paper cites an unresolved cited work.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.744805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67afe112-f1a2-483e-a564-6376c518eee4 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Qwen2.5-Coder Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.748712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39104c15-7d71-463c-9d02-66be191b2844 · outbound

This paper cites Gemma 3 Technical Report.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Gemma 3 Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.752965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37c1c938-6b4f-4244-8901-a6f83db59867 · outbound

This paper cites A Closer Look at Logical Reasoning with LLMs: The Choice of Tool Matters.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling A Closer Look at Logical Reasoning with LLMs: The Choice of Tool Matters

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.757698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0b8ccb1-fad0-4035-9e9e-14ad90696a83 · outbound

This paper cites START: Self-taught Reasoner with Tools.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling START: Self-taught Reasoner with Tools

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.761394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f402c349-5e83-409c-ac41-8e1fd96a9448 · outbound

This paper cites an unresolved cited work.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.765584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdac56e0-1ff4-4ba7-8015-06b60a9d04a6 · outbound

This paper cites Zhang, Armando Solar - Lezama, Joshua B.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Zhang, Armando Solar - Lezama, Joshua B

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.768976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e003ffb1-1682-48dd-8b3c-14cc9c6be5f2 · outbound

This paper cites an unresolved cited work.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.773005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce3e289a-d08b-4d3d-8d3f-f37884a6f23d · outbound

This paper cites Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.776686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1031d570-310b-4458-acf8-86cdf3ff0bc1 · outbound

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

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.780303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 364cffa8-0ada-4631-844e-ad15dfe307d4 · outbound

This paper cites Strategies for Improving NL-to-FOL Translation with LLMs: Data Generation, Incremental Fine-Tuning, and Verification.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Strategies for Improving NL-to-FOL Translation with LLMs: Data Generation, Incremental Fine-Tuning, and Verification

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.784006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b98684d4-f6b6-4466-a858-9772f8c2be91 · outbound

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

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Solving math word problems with process- and outcome-based feedback

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.787792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 353a5442-2b9c-4ae6-824e-3574bcc1efc0 · outbound

This paper cites an unresolved cited work.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.791295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3920aab4-2a9c-41be-80ec-c2477fbf92bd · outbound

This paper cites an unresolved cited work.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.794880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 972dbe22-2d59-4f61-8e6b-b249ffb6da92 · outbound

This paper cites Qwen3 Technical Report.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Qwen3 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.798870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea7e3f4b-556a-409a-88cd-7619fc670b71 · outbound

This paper cites an unresolved cited work.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:53.054868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eb39a6cd-e778-4ec0-b42a-f65491dbd8f1 · outbound

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

Logical Reasoning with Outcome Reward Models for Test-Time Scaling The Lessons of Developing Process Reward Models in Mathematical Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.807424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bc34e11-3105-44b6-a9cb-79f84048d237 · outbound

This paper cites online" 'onlinestring :=.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling online" 'onlinestring :=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.811818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba7e1584-de20-4324-abec-2241b515dea5 · outbound

This paper cites write newline.

Logical Reasoning with Outcome Reward Models for Test-Time Scaling write newline

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:52.816300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.