Pith. sign in

Paper Citation Record · LEDGER

Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2309.15028.

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

pith.paper-citation-record.v1
2309.15028 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:23:26.477154Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T18:33:51.103900Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 5f2f324d-0c5d-4856-a263-66f8105e85ee · inbound

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents cites this paper.

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 219

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T09:42:04.128520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-20T09:41:59.979595Z digest=sha256:31d7ed75e58e7b4d65acb94ab5eedfb7087c1f5627a46db778fb82dcb5666cbb

Observation 694b5fa9-d7b8-4431-8935-9c5c175328de · inbound

Iterative Deepening Sampling as Efficient Test-Time Scaling cites this paper.

Iterative Deepening Sampling as Efficient Test-Time Scaling Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-08T19:23:26.477154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T19:23:26.477154Z digest=sha256:aa9d0b8aafb8e31a65161f98c83aed335d4f59ab8e93ed64995bb6714bff7321

Observation a2dcdae1-c245-4262-ab20-c24ce2519a65 · inbound

From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.

From System 1 to System 2: A Survey of Reasoning Large Language Models Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 152

Resolution
verified exact
arxiv_id, observed 2026-05-13T01:36:24.146930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-13T01:36:23.845366Z digest=sha256:945dbdb3e548a57550c3fdc809c84b6f82f0af8ba6547839055c63fa400a6182

Observation 7ec94397-a9f3-4131-a5c9-4686a9479b11 · inbound

Reinforcement Learning from Human Feedback cites this paper.

Reinforcement Learning from Human Feedback Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 157

Resolution
verified exact
arxiv_id, observed 2026-05-22T19:32:01.005556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T19:27:40.991325Z digest=sha256:e59c0d0d335fd007875a4c9b03926ebe34c063e0f4562b021ccd37a8832da740

Observation 58bc3bbb-01bc-402c-bb0b-67aa8298aa77 · inbound

First Finish Search: Efficient Test-Time Scaling in Large Language Models cites this paper.

First Finish Search: Efficient Test-Time Scaling in Large Language Models Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T14:40:41.468076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:40:41.468076Z digest=sha256:44408d832decc7fe6407de4e446db2c2e951736d7945f3e82d352a21a36ff4d9

Observation 991a5605-1452-4318-974a-5ebd74924ed7 · inbound

Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness cites this paper.

Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T13:02:43.514780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:02:43.514780Z digest=sha256:0fcfbe4c297beee067184c1fb2b8dbf93b2ef4f59c06d6a21ed96a774c9c1da6

Observation b9e5e8fa-3200-4df4-9ed7-6ebdb138e6fa · inbound

Interactive Reasoning: Visualizing and Controlling Chain-of-Thought Reasoning in Large Language Models cites this paper.

Interactive Reasoning: Visualizing and Controlling Chain-of-Thought Reasoning in Large Language Models Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T21:37:55.133174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:37:55.133174Z digest=sha256:7d2f86e0b668d47bc6069beed060d1997c2f1ec348e77d9e048208595b155301

Observation 3386e88e-a515-4837-a495-5b0dd2c599e3 · inbound

Breaking the Myth: Can Small Models Infer Postconditions Too? cites this paper.

Breaking the Myth: Can Small Models Infer Postconditions Too? Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T17:41:42.934272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:41:42.934272Z digest=sha256:96e4ae1c139d2efd802b734e0ca1615fbb0321473bea62e0c2005e25301d9e31

Observation dba945db-1dd1-4fc4-8e32-1c4c6db77b99 · inbound

It's Not That Simple. An Analysis of Simple Test-Time Scaling cites this paper.

It's Not That Simple. An Analysis of Simple Test-Time Scaling Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T16:09:04.911668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:09:04.911668Z digest=sha256:506e03a5984565db3384ed487dc164a90b2ab94176b21f39e9aad61950f24545

Observation 5ba44924-dc85-459f-978e-840d00786a63 · inbound

Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards cites this paper.

Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-04T13:15:45.127550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T13:15:45.127550Z digest=sha256:2f5b7767fb924917f87f9b22b5ebe1c4e15a2d63fc7172e0453887b298042366

Observation 82d4ed90-25fe-41ff-b92d-6be482e39f85 · inbound

ToolPRM: Fine-Grained Inference Scaling of Structured Outputs for Function Calling cites this paper.

ToolPRM: Fine-Grained Inference Scaling of Structured Outputs for Function Calling Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-18T06:30:59.638653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-18T06:30:39.858246Z digest=sha256:a8c6e419b5f49d6e7874d17ab4af925b007630d65309f94ef0219d8c0be7c8d8

Observation cbd70cfc-fbb4-444b-ade4-005ccd1f514d · inbound

POSTCONDBENCH: Benchmarking Correctness and Completeness in Formal Postcondition Inference cites this paper.

POSTCONDBENCH: Benchmarking Correctness and Completeness in Formal Postcondition Inference Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 24

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T23:56:12.254432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-07T16:04:48.394294Z digest=sha256:5305b751ffc207c0f6d1534f19e28b064088ae8edfea6655c76a9543fdd923a0

Observation 50fad4a5-553f-4400-99e8-a8807f3d0316 · inbound

Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling cites this paper.

Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:33:51.105366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T18:24:19.375500Z digest=sha256:3459649e866b0e6dbb828f08d997498940bffcb28c1034ffb05f1ef5b2190c7d