Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:37:07.281291Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 8 inbound Pith citation observations for arXiv:2501.01478.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:37:07.281291Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T16:18:40.777676Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-23T04:07:30.508001Z
38 of 38 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f5b2df76-7196-4b52-ba83-7dbdb0b39d57 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search , " * write output.state after.block = add.period write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57975f3a-a23d-4a6a-ae09-043622fbee13 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b29a19e-2cba-41f0-84a3-93310dc1868a · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search B.; Powley, E.; Whitehouse, D.; Lucas, S
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 24c1aeba-4fc0-4864-9761-631ef8d3fbc1 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search AlphaMath Almost Zero: Process Supervision without Process
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19d67743-cdd3-4f2b-8555-ba0918a27509 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Training Verifiers to Solve Math Word Problems
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7b60060-c572-4cbe-84ed-4cbccc3edc0f · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ff2d45d2-1e34-4f6b-b6cc-0ce91c4f35fb · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Reasoning with Language Model is Planning with World Model
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee107b97-264f-47da-b83c-c89e88989671 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Measuring Mathematical Problem Solving With the MATH Dataset
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f17f9f3e-1059-4cf9-b247-772a7dfe396d · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search LoRA: Low-Rank Adaptation of Large Language Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b712775f-10f6-48b2-b06d-53471e17da11 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 08da027b-7ca7-4d3d-84ee-c346aaa3a911 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b73bd473-7b6a-46d8-8d69-17f499bbfc0e · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd133b34-512a-4eab-9b6c-7c236f79ee2b · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search S.; Reid, M.; Matsuo, Y.; and Iwasawa, Y
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93ce969c-ecec-4fb8-aeb2-2c5092d15dd2 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b23ca365-0fb4-41f0-af8d-9aafa40a5a74 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Common 7B Language Models Already Possess Strong Math Capabilities
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eee4bf86-a749-4bcc-a551-79d25ae721e7 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Let's Verify Step by Step
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bba5b30-001a-4d99-a565-31e56305cf55 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Augmenting Math Word Problems via Iterative Question Composing
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6433f402-dee4-4a0d-937b-2454a26d11d4 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9bb1f353-d7e5-488e-ace5-1cdbeee97993 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Improve Mathematical Reasoning in Language Models by Automated Process Supervision
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b0534a0-c9bf-43f9-96c7-c876de3d4cec · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Show Your Work: Scratchpads for Intermediate Computation with Language Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54a9142d-1f08-42dd-aa9c-faa5e3b58181 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77338f39-53c4-4a54-9f05-b7639e288495 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Iterative Reasoning Preference Optimization
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f060018-ae75-420e-b3c4-0b743773ab45 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5bd4309-d09c-4526-a293-c25ae71bc7c7 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search D.; Ermon, S.; and Finn, C
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b028464f-1da2-46b8-bc62-f05baa04a808 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bf529c58-3dd7-445d-91a1-58d3304f8bf8 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b3be68e7-b2e0-4f9f-9c3c-ef5b7bc97855 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef275d07-a8e0-4015-87df-72f5d542645d · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c27f02f-060e-4d4f-9852-a58bc3aa958b · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3b3d7aa-ad01-427b-b44c-907d4e8a8e1c · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search V.; Zhou, D.; et al
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 454a3d22-e998-4677-8a83-aa9d8470165a · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67dbac04-12a0-42b9-9ef5-74446cbf2291 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 680d8de7-e2cc-4ad5-9b72-79ae70a96688 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbc2bf35-3ace-434c-9700-3fa3d7a0d3a6 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Scaling Relationship on Learning Mathematical Reasoning with Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35304577-379f-4be5-8ef2-6d3ada21e8f4 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a273d775-2127-4584-8354-00a1139a511e · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0052e1b-d013-423c-afb1-66ecb64e6ba5 · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79d0bb41-3d5b-4e06-9aec-b392a90e376d · outbound
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search A Survey of Large Language Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d70528af-733a-4c3f-b41a-9aa4121e462b · inbound
Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ac704221-d03e-4dad-b832-cde745c3475e · inbound
On Almost Surely Safe Alignment of Large Language Models at Inference-Time Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2319ab1-9b02-4644-be05-7f3e4858c433 · inbound
OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 218116cf-c61e-4fb7-a4af-d3ffff13e233 · inbound
Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6a4c5a46-318a-46b7-b102-08b4c8236c83 · inbound
TaoSR-AGRL: Adaptive Guided Reinforcement Learning Framework for E-commerce Search Relevance Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d112cfe-7240-4bba-8276-a021b17a72c6 · inbound
Efficient Reasoning on the Edge Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a44368c-2632-4ea3-9ac4-f0f4bd86b74e · inbound
Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 082160ae-529d-4a88-befb-decc08150de8 · inbound
Process Supervision of Confidence Margin for Calibrated LLM Reasoning Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.