Paper Citation Record · LEDGER

Accelerating Large Language Model Reasoning via Speculative Search

As of 18 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2505.02865.

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

pith.paper-citation-record.v1
2505.02865 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:17:36.679840Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T05:55:19.083517Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T13:34:41.161097Z

Reference resolution

43 of 43 outbound references displayed

verified exact2
verified fuzzy14
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2491cfa3-c5b7-429e-804f-77b659300bad · outbound

This paper cites write newline.

Accelerating Large Language Model Reasoning via Speculative Search write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.519904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c9ea060-1574-4996-ba58-2e74ab55d3a6 · outbound

This paper cites The truncated normal distribution.

Accelerating Large Language Model Reasoning via Speculative Search The truncated normal distribution

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.536195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ea954253-333c-4bd4-bbd8-028bf43c177a · outbound

This paper cites an unresolved cited work.

Accelerating Large Language Model Reasoning via Speculative Search Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.529503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8450e088-5a50-4e6c-87fc-4052b20744dd · outbound

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

Accelerating Large Language Model Reasoning via Speculative Search Accelerating Large Language Model Decoding with Speculative Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.534033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f33eacda-798f-42ac-8f44-00d30d9fd8ce · outbound

This paper cites AlphaMath Almost Zero: Process Supervision without Process.

Accelerating Large Language Model Reasoning via Speculative Search AlphaMath Almost Zero: Process Supervision without Process

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.538029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddcc36ca-767a-435b-9017-6b20126369aa · outbound

This paper cites Cascade Speculative Drafting for Even Faster LLM Inference.

Accelerating Large Language Model Reasoning via Speculative Search Cascade Speculative Drafting for Even Faster LLM Inference

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.542450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f588b75-5aca-4a54-8aae-2923e08753f9 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Accelerating Large Language Model Reasoning via Speculative Search Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.546743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e25702ef-99c0-460c-8810-65effde7b3ed · outbound

This paper cites M., Kraaikamp, C., Lopuha \"a , H.

Accelerating Large Language Model Reasoning via Speculative Search M., Kraaikamp, C., Lopuha \"a , H

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.526452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a0ed5357-2dad-4cbd-8aff-76309c850a91 · outbound

This paper cites The Llama 3 Herd of Models.

Accelerating Large Language Model Reasoning via Speculative Search The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.555033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc78020e-7fe8-48ac-8a65-c1c9cc3469d3 · outbound

This paper cites Interpretable Contrastive Monte Carlo Tree Search Reasoning.

Accelerating Large Language Model Reasoning via Speculative Search Interpretable Contrastive Monte Carlo Tree Search Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.558360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55cc3745-618c-48bf-8233-aed20ba401a4 · outbound

This paper cites an unresolved cited work.

Accelerating Large Language Model Reasoning via Speculative Search Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:17:37.475894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f1b1a405-18ae-4205-92c3-8920f6db70f8 · outbound

This paper cites J., Wang, Z., Wang, D.

Accelerating Large Language Model Reasoning via Speculative Search J., Wang, Z., Wang, D

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.566470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c727d476-62c3-4310-bb04-7495cb4a9b29 · outbound

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

Accelerating Large Language Model Reasoning via Speculative Search Measuring mathematical problem solving with the MATH dataset

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.365679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 39054e35-c942-4725-b818-7bab942d1def · outbound

This paper cites an unresolved cited work.

Accelerating Large Language Model Reasoning via Speculative Search Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:17:37.253951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 786eff8a-1393-4ee2-8ab8-3f9826e0be6d · outbound

This paper cites RoT: Enhancing Large Language Models with Reflection on Search Trees.

Accelerating Large Language Model Reasoning via Speculative Search RoT: Enhancing Large Language Models with Reflection on Search Trees

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.577964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ead05e3-d961-4c35-a037-d4341b120842 · outbound

This paper cites Enhancing LLM Reasoning with Reward-guided Tree Search.

Accelerating Large Language Model Reasoning via Speculative Search Enhancing LLM Reasoning with Reward-guided Tree Search

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.582479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19428bfe-96df-4ee2-942c-3e4a14ceaa14 · outbound

This paper cites MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time.

Accelerating Large Language Model Reasoning via Speculative Search MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.586665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db2fcb36-7a07-4029-901c-ba628d825625 · outbound

This paper cites Exponential moving average versus moving exponential average.

Accelerating Large Language Model Reasoning via Speculative Search Exponential moving average versus moving exponential average

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.195537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e6a27255-15f1-435a-9cc9-ec4712c99674 · outbound

This paper cites Cllms: Consistency large language models.

Accelerating Large Language Model Reasoning via Speculative Search Cllms: Consistency large language models

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.185866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 744b855d-f901-4a3f-aea9-7541e1361069 · outbound

This paper cites H., Gonzalez, J., Zhang, H., and Stoica, I.

Accelerating Large Language Model Reasoning via Speculative Search H., Gonzalez, J., Zhang, H., and Stoica, I

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.597760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23570a6e-1469-43ea-ac6c-80129ab1ed5c · outbound

This paper cites Crafting papers on machine learning.

Accelerating Large Language Model Reasoning via Speculative Search Crafting papers on machine learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.600864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5622bad3-b0f4-46e5-85af-c72f80f25e3a · outbound

This paper cites Fast inference from transformers via speculative decoding.

Accelerating Large Language Model Reasoning via Speculative Search Fast inference from transformers via speculative decoding

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.169582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d0292686-cc47-4e15-b0e0-9bfd9f0c437e · outbound

This paper cites EAGLE: speculative sampling requires rethinking feature uncertainty.

Accelerating Large Language Model Reasoning via Speculative Search EAGLE: speculative sampling requires rethinking feature uncertainty

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.159606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f945fb3b-76cc-49b6-a392-2444c32f3858 · outbound

This paper cites PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition.

Accelerating Large Language Model Reasoning via Speculative Search PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-16T04:17:36.822812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0e547ebb-ebf5-4131-bcfd-1b97c72f668c · outbound

This paper cites TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling.

Accelerating Large Language Model Reasoning via Speculative Search TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.616515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c23fbc7-9249-4928-943d-3cb49a65efaa · outbound

This paper cites Qwen2.5: A party of foundation models, September 2024.

Accelerating Large Language Model Reasoning via Speculative Search Qwen2.5: A party of foundation models, September 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.620822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75b6da0d-b189-4393-bff5-d96f8a55e328 · outbound

This paper cites M., Wen, Y., Zhang, W., and Wang, J.

Accelerating Large Language Model Reasoning via Speculative Search M., Wen, Y., Zhang, W., and Wang, J

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.143722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 653f3448-a9e0-4c64-b1f0-bf762a2d70ee · outbound

This paper cites Efficient large language models: A survey.

Accelerating Large Language Model Reasoning via Speculative Search Efficient large language models: A survey

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.134219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7c6d1760-031a-4024-bad4-7a61f1367160 · outbound

This paper cites OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models.

Accelerating Large Language Model Reasoning via Speculative Search OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.631751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d719c74-a9bb-43f3-a5b3-465822ae6ba5 · outbound

This paper cites Math-shepherd: Verify and reinforce llms step-by-step without human annotations.

Accelerating Large Language Model Reasoning via Speculative Search Math-shepherd: Verify and reinforce llms step-by-step without human annotations

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.635958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 325b427c-f2d8-4379-852f-b6d2d2e55ec2 · outbound

This paper cites SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding.

Accelerating Large Language Model Reasoning via Speculative Search SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.639560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af04f03e-f00b-408e-b677-0c07400d5389 · outbound

This paper cites H., Le, Q.

Accelerating Large Language Model Reasoning via Speculative Search H., Le, Q

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.123221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 478b73a1-f638-465f-a3c6-b5bbfddcc760 · outbound

This paper cites Cantelli's inequality --- Wikipedia , the free encyclopedia, 2024.

Accelerating Large Language Model Reasoning via Speculative Search Cantelli's inequality --- Wikipedia , the free encyclopedia, 2024

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.113077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 61ad9186-7824-4957-80c9-6341f14cce78 · outbound

This paper cites Scaling inference computation: Compute-optimal inference for problem-solving with language models.

Accelerating Large Language Model Reasoning via Speculative Search Scaling inference computation: Compute-optimal inference for problem-solving with language models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.101863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4f2d21e1-5e1e-4615-a881-38e43ce270dd · outbound

This paper cites Unlocking efficiency in large language model inference: A comprehensive survey of speculative decoding.

Accelerating Large Language Model Reasoning via Speculative Search Unlocking efficiency in large language model inference: A comprehensive survey of speculative decoding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.652611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51f89ba8-2724-4e1d-a11e-64c24be3be33 · outbound

This paper cites Self-Evaluation Guided Beam Search for Reasoning.

Accelerating Large Language Model Reasoning via Speculative Search Self-Evaluation Guided Beam Search for Reasoning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.656592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4baa119c-bec0-4ba2-beed-ad12e128a1a3 · outbound

This paper cites Multi-Candidate Speculative Decoding.

Accelerating Large Language Model Reasoning via Speculative Search Multi-Candidate Speculative Decoding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.660488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a043fcb-571a-47a1-b61f-2ed57c39385e · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Accelerating Large Language Model Reasoning via Speculative Search Tree of thoughts: Deliberate problem solving with large language models

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.090903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2075e83f-1978-4d92-bc82-c3caa0f9a51a · outbound

This paper cites Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models.

Accelerating Large Language Model Reasoning via Speculative Search Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.667219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3141de9-49b4-40cb-bd22-61bbde2108b8 · outbound

This paper cites ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search.

Accelerating Large Language Model Reasoning via Speculative Search ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.670733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c958b78a-10f9-4658-901e-1c165b8d583b · outbound

This paper cites Gaussian distribution., 2010.

Accelerating Large Language Model Reasoning via Speculative Search Gaussian distribution., 2010

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:17:37.080313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4de9fc42-8b5a-43df-b085-0405dfea0fc4 · outbound

This paper cites S3D: A Simple and Cost-Effective Self-Speculative Decoding Scheme for Low-Memory GPUs.

Accelerating Large Language Model Reasoning via Speculative Search S3D: A Simple and Cost-Effective Self-Speculative Decoding Scheme for Low-Memory GPUs

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-16T04:17:36.731941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c6d1e8f3-a719-4737-9828-5db4d1c63cac · outbound

This paper cites A Survey on Efficient Inference for Large Language Models.

Accelerating Large Language Model Reasoning via Speculative Search A Survey on Efficient Inference for Large Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T04:17:36.679840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c7e5b31d-296c-4738-81e0-6c79ae103674 · inbound

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning cites this paper.

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning Accelerating Large Language Model Reasoning via Speculative Search

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:34:41.162583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.