Paper Citation Record · LEDGER

Convert Language Model into a Value-based Strategic Planner

As of 19 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2505.06987.

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

pith.paper-citation-record.v1
2505.06987 v6

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:33:20.480809Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:23:08.174160Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T17:23:08.892937Z

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 00dfec78-27d5-4bff-9a0e-967dfd4baeac · outbound

This paper cites online" 'onlinestring :=.

Convert Language Model into a Value-based Strategic Planner online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.407555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66cf5d0f-b134-4bab-b3f2-0cfeac61595d · outbound

This paper cites write newline.

Convert Language Model into a Value-based Strategic Planner write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.413031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f7f50ff-af9a-4105-9b1d-4f75480514f5 · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.416974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 359c027b-81f6-4620-b0da-a35d5cf88b1e · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.420772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0694778-e946-4ce1-86ae-1c6c78177115 · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:33:20.900028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4a387e9d-16c4-412b-881b-f58ce5c114cf · outbound

This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.

Convert Language Model into a Value-based Strategic Planner OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.428688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e19314e-630a-48e9-a951-907d72448ca1 · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.432846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26cf05c3-4641-41ef-8011-9d68204083af · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T22:33:20.857719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ba9af0cd-ebdb-40a3-a6d9-92fff7a2bf7f · outbound

This paper cites Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner.

Convert Language Model into a Value-based Strategic Planner Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.440187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2412431d-d9a7-4cb6-a69d-7fda98e5bf97 · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.444246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec5a37f6-7772-4450-a05c-15287b93146e · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

Convert Language Model into a Value-based Strategic Planner Self-Refine: Iterative Refinement with Self-Feedback

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.448317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 552c5f1a-fb09-42bf-82f6-3dc5e444222e · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.453014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fa27464-463b-4e30-a823-87475104daca · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.456715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73344b65-fd0c-48c0-97d9-c2d6a76f8555 · outbound

This paper cites Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning.

Convert Language Model into a Value-based Strategic Planner Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.460618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a809d6ab-1eea-434a-83df-1f47339c7bf0 · outbound

This paper cites FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering.

Convert Language Model into a Value-based Strategic Planner FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.464830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae8f26d4-a8b5-495b-a173-ffc32dcfc66a · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.469201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549531e7-b54a-4ee4-9532-6b4c59aa9a7f · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.473280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a50e44a-d1d6-42b6-94df-44c9f0ea59c6 · outbound

This paper cites an unresolved cited work.

Convert Language Model into a Value-based Strategic Planner Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.476960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35767b4e-7e3f-40e3-9617-90ea07770b9f · outbound

This paper cites ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL.

Convert Language Model into a Value-based Strategic Planner ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T22:33:20.480809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 97a58edc-1278-49a9-af8b-0f32bc4bf717 · inbound

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards cites this paper.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Convert Language Model into a Value-based Strategic Planner

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:23:08.902534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.