Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:08:56.611535Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 11 inbound Pith citation observations for arXiv:2412.15797.
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 2026-08-11T11:08:56.611535Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:47:59.894438Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T05:57:41.442502Z
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 83649f6d-5ac7-4325-9395-55417363b19d · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning online" 'onlinestring :=
Reference 1
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Observation 63a3deb9-b5d7-4bba-a982-422c23cc3607 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning write newline
Reference 2
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Unavailable: canonical work link unavailable.
Observation 6c9365ac-b786-43bb-9624-242f30080731 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms
Reference 3
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Observation c4fdce8b-450c-4449-a7a2-b6d2a889a2ff · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 4
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Observation 0029b63b-d190-4d84-87e0-cd0f3667bfc0 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 5
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Observation 7480710a-0c1d-4eed-8c5f-1905ec51d4ff · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Browne, Edward Powley, Daniel Whitehouse, Simon M
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Observation 72edda3f-c1b9-419c-8216-4b3ca09c3617 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 7
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Observation 931f9888-7e59-488d-872c-17923603353d · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Scaling Instruction-Finetuned Language Models
Reference 8
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Observation 5593f14b-4e65-4ee8-8af9-f2b44691fc64 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Training Verifiers to Solve Math Word Problems
Reference 9
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Observation 6b929652-35c8-4b15-a8d3-98215fc105dd · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 10
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Observation cab89d98-62c3-42a8-a019-0af645b7f405 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 11
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Observation b9dd771f-8ff7-4182-846e-e8995256f68d · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 12
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Observation ee097a1a-c3b6-468a-bd41-a823ce98bed9 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 13
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Observation a0b38c5f-97f0-465f-bf7b-bfe49f0da580 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training
Reference 14
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Observation 0265996a-e497-4fc9-9da5-9089ac9020ec · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 15
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Observation dc481100-adc9-4fc2-aa14-c3b2de9b3fea · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Gemma 2: Improving Open Language Models at a Practical Size
Reference 16
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Observation 74fdfcf5-a2ac-4d3d-b846-5fc7691b9047 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 17
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Observation 5252f4e0-a6f9-4450-8b6a-2ba7bc061dd4 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 18
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Observation e35aa3cf-df9f-43e9-b29a-0e6f1e071204 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 19
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Observation f235046e-a80c-4825-b9f6-9d076534daec · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 20
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Observation d53cf3aa-b6b8-49b6-8b95-3efe1601034d · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Mistral 7B
Reference 21
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Observation 58acc187-460d-438f-9eca-aeab407ce5e8 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 22
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Observation 71cf61c0-d039-4e99-9bc1-d8823bd21016 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 23
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Observation 462aadfd-c8f3-4a5f-8d2a-cd144695483d · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 24
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Observation f936d18d-dbe3-4c4b-91cd-a835713d27dd · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Purifying Large Language Models by Ensembling a Small Language Model
Reference 25
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Observation 6b97e396-e858-4cf7-a96c-8d79c0bff999 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 26
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Observation 476fdd33-49ea-4dd9-99b1-b8ca14cbdbe0 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Let's Verify Step by Step
Reference 27
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Observation a71cdda9-fcea-456d-8052-028a1eb6b756 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Rho-1: Not All Tokens Are What You Need
Reference 28
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Observation 4de7ff82-6882-4666-bb5c-8668388d7ce5 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 29
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Observation 41ebfd6e-55d1-4d26-aa73-a81c4ff590db · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Tuning Language Models by Proxy
Reference 30
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Observation 3ec8f8b4-f4a9-47dd-9741-991016f64065 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Smith, and Yejin Choi
Reference 31
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Observation f14a627f-2ffa-4ebd-8f69-a74561287010 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Cool-Fusion: Fuse Large Language Models without Training
Reference 32
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Observation 69d1a5ed-6dbb-499f-b897-543148cf472c · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning The Llama 3 Herd of Models
Reference 33
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Observation 2db5d6dc-f1c6-4f09-b1be-a2243743930a · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning AutoPSV: Automated Process-Supervised Verifier
Reference 34
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Observation 859a9c5f-6519-4f6b-b9a7-6c872ae85158 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models
Reference 35
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Observation 35920f6d-085b-4ac8-8302-972bc501cf93 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Let's reward step by step: Step-Level reward model as the Navigators for Reasoning
Reference 36
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Observation 539834a3-0c29-4dd3-80d9-d4af80784acb · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Pack of LLMs: Model Fusion at Test-Time via Perplexity Optimization
Reference 37
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Observation c9a6acc0-3e2a-4ef2-84b5-771348c0354c · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 38
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Observation be8da720-04fa-42c9-baae-18239474d660 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning GPT-4 Technical Report
Reference 39
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Observation 30f35450-dbfe-4a3e-aeaa-20008170b05d · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 40
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Observation 1a713309-4c8f-4e09-b4bd-f765a1eedde5 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 41
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Observation ced31871-6cf7-456a-b618-710f1b2916c8 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 42
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Observation 5ca98572-cd7b-402e-832b-2556fcb4081e · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
Reference 43
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Observation dc66aa25-a334-4017-8499-1d0fe107433b · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 44
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Observation 094332c2-7e9e-468a-8f4e-1802dfe04099 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Solving math word problems with process- and outcome-based feedback
Reference 45
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Observation 32919e71-085d-4b20-b205-e71279e046b8 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Mixture-of-Agents Enhances Large Language Model Capabilities
Reference 46
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Observation 7035f7a5-ae00-40c9-a13a-01a35b467010 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 47
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Observation cc36740a-0ee8-476c-9372-6b1ef3bf9cc8 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Le, Ed H
Reference 48
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Observation 7f5e37b2-3a76-45cf-b343-7d67e78b9abf · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 49
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Observation 9602b1f3-a54b-4b76-a174-904b8153bf66 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 50
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Observation 951855e9-4ce1-4898-9d3b-e1222f87e4d7 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 51
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Observation fef0a5a4-dc57-4ca4-a33b-b23166ea1edd · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 52
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Observation f5db6909-6e59-4dfe-b80c-b787840c9f61 · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 53
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Observation 50c1f99a-0b11-47d1-ad39-7115053fa1fb · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Unresolved cited work
Reference 54
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Observation 97a7ba7b-0c46-4a77-a28d-a9dfa12f5b1e · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Scaling Relationship on Learning Mathematical Reasoning with Large Language Models
Reference 55
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Observation 7bdef6c5-b27f-42c2-b52d-610c5aedda5b · outbound
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search
Reference 56
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Observation fd3df95f-703c-4ee3-901a-8ba0f8685769 · inbound
Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
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Observation 364b56a7-d41d-4973-9c34-1f70ed6a6dc3 · inbound
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
Reference 39
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Observation 1ca95a0f-f308-4e95-a3d5-653fc7fefe31 · inbound
Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
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Observation 326fe5bc-3c46-494f-8c9c-400f7d0fc181 · inbound
Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
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Observation 232eaefc-3bc4-4bad-b615-876ba2ba4022 · inbound
Evaluation of LLMs for mathematical problem solving Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
Reference 101
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GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
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Observation 96e80361-5fc2-444b-a199-df603dc99626 · inbound
Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
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Less Diverse, Less Safe: The Indirect But Pervasive Risk of Test-Time Scaling in Large Language Models Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
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Observation a30c07b4-60c7-4ddf-bf77-59ca8f5e8d95 · inbound
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Reference 40
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Observation 4eb27ee2-b77a-4992-867f-13ebc755be51 · inbound
The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
Reference 187
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Observation f764fec9-15e5-4f06-964e-85092081977f · inbound
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