Paper Citation Record · LEDGER

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations

As of 17 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2608.12062.

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

pith.paper-citation-record.v1
2608.12062 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:21:59.267795Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy3
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e3f922de-bf9d-418f-90b7-7046c50bf2a4 · outbound

This paper cites Broaden your scope! efficient multi-turn conversation planning for llms with semantic space.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Broaden your scope! efficient multi-turn conversation planning for llms with semantic space

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:21:59.414868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9bb33e4a-a79b-4b0c-b9f8-da1df8752c9c · outbound

This paper cites Deep reinforcement learning from human preferences.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Deep reinforcement learning from human preferences

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.222405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f8ff154-5b3b-4f87-8827-8edffb7b4cf1 · outbound

This paper cites Direct Language Model Alignment from Online AI Feedback.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Direct Language Model Alignment from Online AI Feedback

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.228260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeafbae1-e3ce-42a0-9ceb-89133d6289d1 · outbound

This paper cites I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.232460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8d95617-afe2-4c84-b8ad-7bd1dc47e14b · outbound

This paper cites Miller and S.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Miller and S

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:21:59.404818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 54ea4b27-d108-42eb-9c34-4903dac1ad47 · outbound

This paper cites Training language models to follow instructions with human feedback.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Training language models to follow instructions with human feedback

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.240541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2bc5e41-e5d7-48bc-b5c2-c480fdcea8f8 · outbound

This paper cites West-of-N: Synthetic Preferences for Self-Improving Reward Models.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations West-of-N: Synthetic Preferences for Self-Improving Reward Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.244898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aa674db-ff48-4d44-93ea-4f4acaf95162 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.248705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42632a1c-3669-4b61-9f89-470f2fcefc82 · outbound

This paper cites Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.252295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca4e1cc4-bd2d-41bf-aa80-2ddc7f877535 · outbound

This paper cites The journey towards an automatic mental health therapist.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations The journey towards an automatic mental health therapist

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:21:59.395411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a94c245-ab55-47f8-b139-59288fe23002 · outbound

This paper cites Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.260256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7b9d316-19c1-4044-9d84-7a9764830712 · outbound

This paper cites Advancing LLM Reasoning Generalists with Preference Trees.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Advancing LLM Reasoning Generalists with Preference Trees

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.263922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 471fef32-8551-40de-820c-4ee24f46a601 · outbound

This paper cites Self-Rewarding Language Models.

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations Self-Rewarding Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:59.267795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.