Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T11:20:31.971505Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 4 inbound Pith citation observations for arXiv:2502.06813.
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 2026-08-09T11:20:31.971505Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-09T00:45:00.847714Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T00:45:49.122831Z
77 of 77 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f118f27f-9ac2-4118-bfb1-8bc681efe191 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning write newline
Reference 1
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Observation 7cda15ef-6e8a-4415-bf5e-0c31c00ee476 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning GPT-4 Technical Report
Reference 2
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Observation 521ee828-f36d-4836-8127-b83234e6343f · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning On the Bottleneck of Graph Neural Networks and its Practical Implications
Reference 3
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Observation 424ed346-75f6-4d6b-a0de-c10a262eb682 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Graph of thoughts: Solving elaborate problems with large language models
Reference 4
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 358e0789-95bb-482e-a85e-b84ad6b10d50 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 5
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Observation d5864c9c-a105-4feb-acb5-eb68ad1222df · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
Reference 6
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Observation 2c4e8457-5087-4387-96ce-9071b2628413 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning AutoManual: Constructing Instruction Manuals by LLM Agents via Interactive Environmental Learning
Reference 7
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Observation 2de69ca6-b006-4c9c-bb3b-ce789d55485e · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Reference 8
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Observation 0b605823-9856-4717-a0d6-38c6b29370c4 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 9
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Observation c20159ef-305c-4225-b259-8f28a4aaf78d · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Training Verifiers to Solve Math Word Problems
Reference 10
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Observation 6b424d76-ff8d-4726-86b0-f2df89c1b702 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Opencompass: A universal evaluation platform for foundation models
Reference 11
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Observation b24d0833-f800-47ef-b496-df20bcde9757 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning The Llama 3 Herd of Models
Reference 12
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Observation 14d03701-0746-40b7-a80d-933ec45adb87 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning A Generalization of Transformer Networks to Graphs
Reference 13
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Observation 42826f10-840a-476b-8e95-c03692270f8a · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Graph Neural Networks with Learnable Structural and Positional Representations
Reference 14
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Observation 4ef57d7c-c201-481b-b7ab-80775d952152 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training
Reference 15
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Observation 384b8047-8f33-4ab7-b5be-456709c5c2bb · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Interpretable Contrastive Monte Carlo Tree Search Reasoning
Reference 16
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Observation 5a89156c-c02a-4631-9b16-4993c6963023 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies
Reference 17
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Observation f4a5b532-5837-4693-a6b8-3820b1f548cc · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Monte-carlo tree search as regularized policy optimization
Reference 18
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Observation 79310749-c6d7-44e4-8dfc-338637dfe9ee · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Reasoning with Language Model is Planning with World Model
Reference 19
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Observation 9e76c176-aa0a-4cfc-bfd0-464c0244565c · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning LLM Reasoners: New Evaluation, Library, and Analysis of Step-by-Step Reasoning with Large Language Models
Reference 20
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Observation e25244ba-94d1-4422-a4f4-a64516b26871 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning E., Nilsson, N
Reference 21
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Observation 610fd814-6513-4da7-9499-bed96ecb4d2b · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements
Reference 22
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Observation c58d6740-0b55-4a45-9afc-a8a40ffc14db · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Measuring Mathematical Problem Solving With the MATH Dataset
Reference 23
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Observation 694c9302-820a-455e-8074-ea8432b2dda7 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning
Reference 24
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Observation e93f86b6-a9b4-4430-aaf4-8555735818a9 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Towards Reasoning in Large Language Models: A Survey
Reference 25
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Observation 8cda804f-7155-4452-8dc3-5de7a2055668 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Large Language Models Cannot Self-Correct Reasoning Yet
Reference 26
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Observation 8f7deca7-1356-44be-9fb7-c91c1e474d18 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Mistral 7B
Reference 27
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Observation 2ff43ab7-7195-408e-a605-50e2d6d8fb76 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Can large language models reason and plan? Annals of the New York Academy of Sciences, 1534 0 (1): 0 15--18, 2024
Reference 28
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Observation 03cc6b19-91f4-42af-b502-393f4edf18d8 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks
Reference 29
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Observation 8a1bc270-94f6-4c71-b1b3-8cc6d3ef6b62 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Solving for X and Beyond: Can Large Language Models Solve Complex Math Problems with More-Than-Two Unknowns?
Reference 30
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Observation e4ecee8c-1157-4e74-ac92-72308834ce73 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Unresolved cited work
Reference 31
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Observation e85eba5f-3949-4ef9-a36d-3238801862fd · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Grace: Discriminator-guided chain-of-thought reasoning
Reference 32
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Observation 82d17d86-d6ad-4a3c-aa98-d55e4f6a6255 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning S., Reid, M., Matsuo, Y., and Iwasawa, Y
Reference 33
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Observation 34a6b8ff-83d4-4c05-9b23-9069f4a7b6a3 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Rethinking graph transformers with spectral attention
Reference 34
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Observation 9dff5b69-8f07-46c1-8c7b-1734cd5a5c81 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Chain of Code: Reasoning with a Language Model-Augmented Code Emulator
Reference 35
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Observation b629c2ea-858f-4963-acf6-9b26600e017b · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Making Large Language Models Better Reasoners with Step-Aware Verifier
Reference 36
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Observation 7a0d4a6f-b75e-4b60-ba10-07f1c979025b · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Let's Verify Step by Step
Reference 37
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Observation 8e34e2e1-dd0f-4d51-9774-3d11ac69efbe · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems
Reference 38
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Observation a65a5588-43f4-4ad1-9fd6-eed05ecf2ea5 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Optimistic tree searches for combinatorial black-box optimization
Reference 39
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f2e049d4-3b78-4a7d-be61-f12ab04f6682 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Skeleton-of-thought: Prompting llms for efficient parallel generation
Reference 40
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 45588ba6-0ae0-450f-92ae-55e8bd3face8 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers
Reference 41
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Observation 36a6d151-b82f-4be7-b598-15273dcadec1 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Recursive Introspection: Teaching Language Model Agents How to Self-Improve
Reference 42
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Observation b87320e4-3764-4a19-a6a9-8a37579481da · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning P., Luu, A
Reference 43
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Observation ac371c2a-356a-4ac1-931a-72604fc809f2 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 44
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Observation 7c178857-a19b-40fc-9347-5ef56bc3817f · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought
Reference 45
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Observation cf9e5f39-eaa1-4445-857a-c07289c019aa · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Proximal Policy Optimization Algorithms
Reference 46
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Observation dc58ba97-7b8b-46ee-b3b5-792575f69e19 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models
Reference 47
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Observation 51fffe79-a280-413d-b851-57e036a9be1b · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
Reference 48
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Observation 984f8bfb-1d13-4390-9e06-041949791329 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models
Reference 49
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Observation 70267e28-23b8-4550-9c1e-000c7637a123 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 50
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Observation 3e133e31-c9c4-4849-a627-9515d23e3b3a · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning On the Self-Verification Limitations of Large Language Models on Reasoning and Planning Tasks
Reference 51
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Observation 04e1a2a4-25e6-4c0b-92c7-ea9851e61490 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Gemini: A Family of Highly Capable Multimodal Models
Reference 52
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Observation 91496b6a-26f4-4be2-983d-56cfc670bc5d · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Understanding over-squashing and bottlenecks on graphs via curvature
Reference 53
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Observation 00791e3b-8eea-40fd-a9aa-0fc4851a3a2a · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Solving math word problems with process- and outcome-based feedback
Reference 54
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Observation 0de27048-ee96-4a40-8899-0bfc5f2ae7a3 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Large language models still can't plan (a benchmark for llms on planning and reasoning about change)
Reference 55
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 76cd48da-cc93-4392-b2b0-fee689104cab · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning
Reference 56
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Observation 9578d9f2-2921-499e-b562-f4ce9ac9f907 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Learning search space partition for black-box optimization using monte carlo tree search
Reference 57
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 70ad7418-e212-4c64-9a39-290ae1173e2d · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Math-shepherd: Verify and reinforce llms step-by-step without human annotations
Reference 58
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b6975ffe-006f-4d35-b561-7fe03d7377f8 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Monte Carlo Tree Search based Space Transfer for Black-box Optimization
Reference 59
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Observation d2e3f5b4-ca17-4bca-aac6-eaf7bf3b7f7f · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 60
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Observation e9980911-9661-4ee6-875a-c37568ea3d7b · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning V., Zhou, D., et al
Reference 61
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Observation 59c5bea6-61bf-4867-bfb7-88fed0c17f79 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning An empirical analysis of compute-optimal inference for problem-solving with language models
Reference 62
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5fb65346-75f3-40e8-8ca6-a85a62814023 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning E., and Stoica, I
Reference 63
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Observation 54b0c245-e256-405e-8ae9-67f8c9c35f16 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning
Reference 64
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Observation 74382a74-53a6-4133-8eea-70071656f3a3 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning X., Kan, M.-Y., He, J., and Xie, M
Reference 65
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Observation ed060289-a0df-4830-b955-ca663622149f · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
Reference 66
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Observation 6967a217-d91d-4bc0-9904-44b8ed4e6c87 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Tree of thoughts: Deliberate problem solving with large language models
Reference 67
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Observation 176ca526-b4e5-407d-b01a-254519327832 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Do transformers really perform badly for graph representation? Advances in neural information processing systems, 34: 0 28877--28888, 2021
Reference 68
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Observation cfa470f6-c27c-4f23-a3f3-b733823087db · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Scaling Relationship on Learning Mathematical Reasoning with Large Language Models
Reference 69
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Observation 5ea26b77-66fd-4983-8764-58dfa8264b06 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Star: Bootstrapping reasoning with reasoning
Reference 70
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Observation abaf1b98-c8b5-43c9-9b3d-d279852df8cd · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
Reference 71
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Observation a64589d9-e0ca-4da1-a245-07214d3ec100 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning and Gao, S
Reference 72
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 958edd1b-4014-4ef3-9bd3-e318dce674e2 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Generative Verifiers: Reward Modeling as Next-Token Prediction
Reference 73
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Observation b0fea989-6671-4fb9-8803-db527ecd73f6 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Automatic Chain of Thought Prompting in Large Language Models
Reference 74
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Observation fbf46d1e-1e33-42d2-bdfd-ae37ef5f27fe · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework
Reference 75
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Observation 869d8319-b006-4919-be74-e3315e0e7c52 · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Marco-o1: Towards Open Reasoning Models for Open-Ended Solutions
Reference 76
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Observation b8f4a539-3f95-4c88-9c3c-265b6d2536ab · outbound
Policy Guided Tree Search for Enhanced LLM Reasoning Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
Reference 77
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Observation 52916082-75b5-40ba-a7ea-def69baa47a2 · inbound
AlphaMemo: Structured Search-Process Memory for Self-Evolving Alpha Mining Agents Policy Guided Tree Search for Enhanced LLM Reasoning
Reference 25
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 44ac1250-0ed4-47c0-867f-4b945ac0f73c · inbound
Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Policy Guided Tree Search for Enhanced LLM Reasoning
Reference 17
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 16ab1b89-1f16-401a-a9c0-beb8ccc4eebc · inbound
Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Policy Guided Tree Search for Enhanced LLM Reasoning
Reference 17
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2ecb3394-cd05-4048-a1aa-f79a237b0754 · inbound
MILES: Modular Instruction Memory with Learnable Selection for Self-Improving LLM Reasoning Policy Guided Tree Search for Enhanced LLM Reasoning
Reference 21
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.