Paper Citation Record · LEDGER

Learning Adaptive Parallel Reasoning with Language Models

As of 16 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 17 inbound Pith citation observations for arXiv:2504.15466.

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

pith.paper-citation-record.v1
2504.15466 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:31:32.271792Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:40:10.420547Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T06:29:38.199469Z

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy22
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 68309b73-aabc-44c3-a7a7-56ff8b667800 · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

Learning Adaptive Parallel Reasoning with Language Models Graph of thoughts: Solving elaborate problems with large language models

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:33.047257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 55424902-cf9e-422f-aee5-a7f19bf123a6 · outbound

This paper cites Decision transformer: Reinforcement learning via sequence modeling.

Learning Adaptive Parallel Reasoning with Language Models Decision transformer: Reinforcement learning via sequence modeling

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:33.033586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 84fc970e-49a3-4668-8566-c2c66c36a7a0 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Learning Adaptive Parallel Reasoning with Language Models Training Verifiers to Solve Math Word Problems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.108037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc3d7509-fe5a-4a8a-9f1c-f45c6a2e0692 · outbound

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

Learning Adaptive Parallel Reasoning with Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.113005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5faccf53-ae96-46d4-a5c3-21bba3cd9419 · outbound

This paper cites Torralba, J.

Learning Adaptive Parallel Reasoning with Language Models Torralba, J

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:33.017737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fc06bab4-7461-4493-9479-b104edd10e80 · outbound

This paper cites Stream of S earch ( SoS ): Learning to search in language.

Learning Adaptive Parallel Reasoning with Language Models Stream of S earch ( SoS ): Learning to search in language

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:33.004218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4bde2667-9fa3-4fc0-8e9e-0e83f3763999 · outbound

This paper cites Think before you speak: Training language models with pause tokens.

Learning Adaptive Parallel Reasoning with Language Models Think before you speak: Training language models with pause tokens

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.990067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7b10acde-ec64-47ab-a9b6-ec85012eb87c · outbound

This paper cites Self-Steering Language Models.

Learning Adaptive Parallel Reasoning with Language Models Self-Steering Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.131620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82b0a73c-9f19-4949-8384-9b43749c7f85 · outbound

This paper cites ETS: Efficient Tree Search for Inference-Time Scaling.

Learning Adaptive Parallel Reasoning with Language Models ETS: Efficient Tree Search for Inference-Time Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.136274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a890ab5c-de1c-4106-b7c0-de048c840424 · outbound

This paper cites Interactive Speculative Planning: Enhance Agent Efficiency through Co-design of System and User Interface.

Learning Adaptive Parallel Reasoning with Language Models Interactive Speculative Planning: Enhance Agent Efficiency through Co-design of System and User Interface

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.140642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56e8f61c-41db-4795-9e7b-e237d57fd58d · outbound

This paper cites Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding.

Learning Adaptive Parallel Reasoning with Language Models Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.145239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 131d966d-05cf-44c0-9a3f-9b1910054207 · outbound

This paper cites Mahoney, Kurt Keutzer, and Amir Gholami.

Learning Adaptive Parallel Reasoning with Language Models Mahoney, Kurt Keutzer, and Amir Gholami

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.974809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1a142b8c-8074-4d01-94c9-975af057eeb3 · outbound

This paper cites Efficient memory management for large language model serving with PagedAttention.

Learning Adaptive Parallel Reasoning with Language Models Efficient memory management for large language model serving with PagedAttention

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.960505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation acd64d26-39fd-4929-a583-65035de0b42e · outbound

This paper cites S*: Test Time Scaling for Code Generation.

Learning Adaptive Parallel Reasoning with Language Models S*: Test Time Scaling for Code Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.158683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59ff437c-7b38-400b-8206-8c64a89518bd · outbound

This paper cites Skeleton-of-thought: Prompting LLM s for efficient parallel generation.

Learning Adaptive Parallel Reasoning with Language Models Skeleton-of-thought: Prompting LLM s for efficient parallel generation

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.946249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cacf41a7-a8eb-4a14-bf1e-a61142623dfc · outbound

This paper cites Learning to reason with LLMs , 2024.

Learning Adaptive Parallel Reasoning with Language Models Learning to reason with LLMs , 2024

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.931478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 694d11c5-7d83-4754-b4d8-6967dd0d3f43 · outbound

This paper cites TinyZero , 2025.

Learning Adaptive Parallel Reasoning with Language Models TinyZero , 2025

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.916505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6e2cd077-9f06-4fa0-b1e5-bab45879cb63 · outbound

This paper cites Measuring and narrowing the compositionality gap in language models.

Learning Adaptive Parallel Reasoning with Language Models Measuring and narrowing the compositionality gap in language models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.900606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 45e27e38-8f0b-47f3-a7cd-57f78ff0b601 · outbound

This paper cites Hogwild! I nference: Parallel LLM generation via concurrent attention.

Learning Adaptive Parallel Reasoning with Language Models Hogwild! I nference: Parallel LLM generation via concurrent attention

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.180016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1dc24e5-68a7-49f1-83ce-a14bb5bdc6c4 · outbound

This paper cites THREAD: Thinking Deeper with Recursive Spawning.

Learning Adaptive Parallel Reasoning with Language Models THREAD: Thinking Deeper with Recursive Spawning

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:31:32.511658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4fe769f0-97b3-4843-867a-22214f603214 · outbound

This paper cites Algorithm of thoughts: Enhancing exploration of ideas in large language models.

Learning Adaptive Parallel Reasoning with Language Models Algorithm of thoughts: Enhancing exploration of ideas in large language models

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.884153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0889afa5-f94c-4fd6-bce6-3aca65458599 · outbound

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

Learning Adaptive Parallel Reasoning with Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.193018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c00b2a6-d2e5-4e1c-a899-8868eb1cd398 · outbound

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

Learning Adaptive Parallel Reasoning with Language Models Scaling LLM test-time compute optimally can be more effective than scaling model parameters

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.870104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d9884ece-8e85-458d-8cfa-807093b84cd2 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Learning Adaptive Parallel Reasoning with Language Models Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.201746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ae8dd2-6771-40ae-9a4e-ee7e8809dd70 · outbound

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

Learning Adaptive Parallel Reasoning with Language Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.206169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fbd31f7-73d7-49fb-b749-e7dff4936a67 · outbound

This paper cites Atom of thoughts for Markov LLM test-time scaling.

Learning Adaptive Parallel Reasoning with Language Models Atom of thoughts for Markov LLM test-time scaling

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.210680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40983bde-72e2-457e-ab5c-4602c0a04b14 · outbound

This paper cites Mixture-of-agents enhances large language model capabilities.

Learning Adaptive Parallel Reasoning with Language Models Mixture-of-agents enhances large language model capabilities

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.855770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ae9e875d-26b1-416f-83f7-97404eb048f8 · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models.

Learning Adaptive Parallel Reasoning with Language Models Self-consistency improves chain of thought reasoning in language models

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.841657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 82000e59-cfe7-4af4-b015-0bfcbacf85d2 · outbound

This paper cites Chi, Quoc V.

Learning Adaptive Parallel Reasoning with Language Models Chi, Quoc V

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.223950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1bebec1-b1c0-4d64-93b8-2c69ff64725c · outbound

This paper cites PENCIL : Long thoughts with short memory.

Learning Adaptive Parallel Reasoning with Language Models PENCIL : Long thoughts with short memory

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.816771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ec56c1a0-0a54-445d-ad72-5c50b0df46b3 · outbound

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

Learning Adaptive Parallel Reasoning with Language Models Tree of thoughts: Deliberate problem solving with large language models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.801005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bcc6f111-12d7-4d46-ac20-da8afeea44b5 · outbound

This paper cites ST ar: Bootstrapping reasoning with reasoning.

Learning Adaptive Parallel Reasoning with Language Models ST ar: Bootstrapping reasoning with reasoning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.785190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 08361a7d-f05d-4c82-aaaf-8d5d379ccc9a · outbound

This paper cites Chain of agents: Large language models collaborating on long-context tasks.

Learning Adaptive Parallel Reasoning with Language Models Chain of agents: Large language models collaborating on long-context tasks

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.770374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 299a6dcb-97a1-48e0-ab16-4d54c046f5e0 · outbound

This paper cites Gonzalez, Clark Barrett, and Ying Sheng.

Learning Adaptive Parallel Reasoning with Language Models Gonzalez, Clark Barrett, and Ying Sheng

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.755010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d107038c-6968-4e10-a369-17acf450b163 · outbound

This paper cites Fine-tuning language models with advantage-induced policy alignment, 2024.

Learning Adaptive Parallel Reasoning with Language Models Fine-tuning language models with advantage-induced policy alignment, 2024

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.739363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ba6fff12-344b-4e13-98a4-ec45b5405954 · outbound

This paper cites Language agents as optimizable graphs.

Learning Adaptive Parallel Reasoning with Language Models Language agents as optimizable graphs

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:31:32.724370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 125579db-fe19-4932-9bfa-d92264147096 · outbound

This paper cites write newline.

Learning Adaptive Parallel Reasoning with Language Models write newline

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3864634c-7fa0-4cc6-9342-caa4d727b980 · outbound

This paper cites @esa (Ref.

Learning Adaptive Parallel Reasoning with Language Models @esa (Ref

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.262912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9531081-715c-4d5e-ab3f-5bcfd4bbdc4c · outbound

This paper cites an unresolved cited work.

Learning Adaptive Parallel Reasoning with Language Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.267533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3c5ee7b-4f10-4499-9976-b4056470c9eb · outbound

This paper cites Goal reached.

Learning Adaptive Parallel Reasoning with Language Models Goal reached

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:32.271792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 778072e3-ba3b-4f34-ae77-2515f68236b8 · inbound

VeriThinker: Learning to Verify Makes Reasoning Model Efficient cites this paper.

VeriThinker: Learning to Verify Makes Reasoning Model Efficient Learning Adaptive Parallel Reasoning with Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:13.809795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2a83943-0b4d-4d82-8199-f60b67b5ea85 · inbound

Scaling over Scaling: Exploring Test-Time Scaling Plateau in Large Reasoning Models cites this paper.

Scaling over Scaling: Exploring Test-Time Scaling Plateau in Large Reasoning Models Learning Adaptive Parallel Reasoning with Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:36.389503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa751dfe-6a10-4d89-a3c1-a93ec7d09798 · inbound

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning cites this paper.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Learning Adaptive Parallel Reasoning with Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:38.172948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 087a7916-5195-44d3-b404-6393ec5f32f2 · inbound

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs cites this paper.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Learning Adaptive Parallel Reasoning with Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.612245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e237c6bd-3754-4f22-8b47-4d34479a2bfe · inbound

Adaptive Termination for Multi-round Parallel Reasoning: An Universal Semantic Entropy-Guided Framework cites this paper.

Adaptive Termination for Multi-round Parallel Reasoning: An Universal Semantic Entropy-Guided Framework Learning Adaptive Parallel Reasoning with Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:42.167307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9001b59-ee10-413b-ac5c-d623503dfb07 · inbound

ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute cites this paper.

ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Learning Adaptive Parallel Reasoning with Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T13:52:05.548609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fc2d1c6-c9bc-49c0-ace7-5ab8591c63f1 · inbound

Parallel-R1: Towards Parallel Thinking via Reinforcement Learning cites this paper.

Parallel-R1: Towards Parallel Thinking via Reinforcement Learning Learning Adaptive Parallel Reasoning with Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T21:28:49.523071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69bf5826-4b97-4793-b273-3b5805e18be1 · inbound

Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts cites this paper.

Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts Learning Adaptive Parallel Reasoning with Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:42:38.729068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 44b50064-72a4-4f0f-8d65-5a3587cc2fbc · inbound

Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning cites this paper.

Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning Learning Adaptive Parallel Reasoning with Language Models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-17T01:13:47.963496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2bb5e1b6-5395-473f-8513-d23079c4eccd · inbound

Efficient Reasoning on the Edge cites this paper.

Efficient Reasoning on the Edge Learning Adaptive Parallel Reasoning with Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-13T23:28:12.790404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee5b8261-6083-4f0b-8ae6-e4ba82392999 · inbound

Test-time Scaling over Perception: Resolving the Grounding Paradox in Thinking with Images cites this paper.

Test-time Scaling over Perception: Resolving the Grounding Paradox in Thinking with Images Learning Adaptive Parallel Reasoning with Language Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:26:01.511887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 24243ed3-71e0-458c-b697-36d0eb666a2c · inbound

Test-time Scaling over Perception: Resolving the Grounding Paradox in Thinking with Images cites this paper.

Test-time Scaling over Perception: Resolving the Grounding Paradox in Thinking with Images Learning Adaptive Parallel Reasoning with Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T05:31:43.163303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6ce8bac-a13f-4632-9f2d-16f6d604241c · inbound

Regulating Branch Parallelism in LLM Serving cites this paper.

Regulating Branch Parallelism in LLM Serving Learning Adaptive Parallel Reasoning with Language Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:50:58.356445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f2cfce90-932c-4a10-b0c4-b9e8114656d6 · inbound

CAPS: Cascaded Adaptive Pairwise Selection for Efficient Parallel Reasoning cites this paper.

CAPS: Cascaded Adaptive Pairwise Selection for Efficient Parallel Reasoning Learning Adaptive Parallel Reasoning with Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-19T15:42:38.398701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e4b88ca3-5565-46ed-a1c1-f3b1252cc84e · inbound

Sakana Fugu Technical Report cites this paper.

Sakana Fugu Technical Report Learning Adaptive Parallel Reasoning with Language Models

Reference 264

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T06:29:38.201139Z

Source-reported events for the cited work

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Observation 49661fef-232b-4b40-acd3-822c432c5054 · inbound

ParVL: Parallel Scaling and Expandable Compute Allocation for Multimodal LLMs cites this paper.

ParVL: Parallel Scaling and Expandable Compute Allocation for Multimodal LLMs Learning Adaptive Parallel Reasoning with Language Models

Reference 117

Resolution: unresolved; no resolver link, observed 2026-08-05T04:16:08.562607Z

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Observation 2866dac1-beb5-42c4-8b34-fb80d8951f81 · inbound

Hidden Language Consistency Phenomena in Reasoning LLMs cites this paper.

Hidden Language Consistency Phenomena in Reasoning LLMs Learning Adaptive Parallel Reasoning with Language Models

Reference 286

Resolution: unresolved; no resolver link, observed 2026-08-14T04:40:10.420547Z

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