Paper Citation Record · LEDGER

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

As of 19 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 2 inbound Pith citation observations for arXiv:2508.12935.

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

pith.paper-citation-record.v1
2508.12935 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:23:08.276030Z

measured 46 of 46 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T18:44:27.881977Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T15:26:10.640839Z

Reference resolution

44 of 44 outbound references displayed

verified exact3
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 86142871-be70-42b5-863d-861233250486 · outbound

This paper cites GPT-4 Technical Report.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:07.947972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22133c54-a5ca-4898-8259-ed464fc5fc70 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:07.954920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb9187bb-afa4-4aac-97b4-eb4a020e0984 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:23:09.547328Z

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 6f92f9a6-7bb7-4145-8cef-ef8230d6a9fc · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:23:09.516545Z

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 799b3054-db43-459c-ba1e-3f497f9a17ac · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:07.983124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7474df8-fa4d-4cbd-b7e8-d30f47a87f9f · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:07.989689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7065042c-150b-43ee-a90f-be4e7ae89df7 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:23:09.481015Z

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 4d73e047-4165-43db-815a-10a4259521c9 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.002704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77054278-3ed1-4475-acf6-e21c46c2e358 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.009596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69c73f77-ab89-469f-9257-109b98d8329c · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:23:09.454602Z

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 4e3de397-e2be-4b3b-930d-230dae3b5518 · outbound

This paper cites Knowledge-enhanced Mixed-initiative Dialogue System for Emotional Support Conversations.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Knowledge-enhanced Mixed-initiative Dialogue System for Emotional Support Conversations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.025468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb01df84-3482-4719-a149-5e1684d0ec64 · outbound

This paper cites Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.031934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6b9070e-4092-4fbe-ba4d-96e8bac795f7 · outbound

This paper cites The Llama 3 Herd of Models.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards The Llama 3 Herd of Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.036950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af4dda2-87dc-4eaa-ae11-11d2392c3da6 · outbound

This paper cites A Survey on LLM-as-a-Judge.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards A Survey on LLM-as-a-Judge

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.043886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab61585c-c003-48e3-8b30-9ce5c0689137 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.050016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc976764-be01-4850-a878-1f1dcd58c13e · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.056184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c039649-772b-4577-ad6a-d68682f169db · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:23:09.430563Z

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 b7a766de-bd57-435d-bcea-2c346f7ce583 · outbound

This paper cites Knowledge-enhanced Memory Model for Emotional Support Conversation.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Knowledge-enhanced Memory Model for Emotional Support Conversation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.071018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72cbd58d-bebe-4ffc-b2fa-deb17b876f24 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.081427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7367b818-af0c-40c6-a40a-74afbe1468d8 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.090372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f2ca1e8-b7f5-4d1e-a4d3-d76284b3bc0b · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.097303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52ceacb1-ceea-4f53-9b07-833cfc9aa726 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:23:09.403450Z

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 4cc495fb-8272-4291-906b-d462379d8bce · outbound

This paper cites Control Globally, Understand Locally: A Global-to-Local Hierarchical Graph Network for Emotional Support Conversation.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Control Globally, Understand Locally: A Global-to-Local Hierarchical Graph Network for Emotional Support Conversation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.109938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a05c2539-e36f-4540-8710-2ef59ed44112 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.119974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c220708-3d9d-47d9-9a84-2c92d32cd5c6 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.130981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a78d4596-083c-4051-995f-b23dc2cc464c · outbound

This paper cites DialogXpert: Driving Intelligent and Emotion-Aware Conversations through Online Value-Based Reinforcement Learning with LLM Priors.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards DialogXpert: Driving Intelligent and Emotion-Aware Conversations through Online Value-Based Reinforcement Learning with LLM Priors

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:23:09.092186Z

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 15b5f6dc-ab3f-4044-a7de-2d282c50d6fb · outbound

This paper cites Proximal Policy Optimization Algorithms.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Proximal Policy Optimization Algorithms

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.145473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4661cbb7-9953-4c7a-9c3a-6eea873a13cb · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.152078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb70ae22-fbf6-4d03-b52c-4789fd24c773 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.159455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd8397e-9664-45ce-bf94-201cc7a15ba8 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 30

Resolution: verified exact; raw_fallback, observed 2026-08-15T17:23:08.997883Z

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 97a58edc-1278-49a9-af8b-0f32bc4bf717 · outbound

This paper cites Convert Language Model into a Value-based Strategic Planner.

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.

Observation cf7d4350-20c7-4229-bbee-5f0d1bb3662f · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.187202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d8e8fcd-67a8-4b44-9e1f-e6d20bf46ac6 · outbound

This paper cites Qwen2.5-1M Technical Report.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Qwen2.5-1M Technical Report

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.194732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caf9c035-6335-4b0b-a0fe-0283d8e4c754 · outbound

This paper cites A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.202344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3034d0f-6934-4213-b3ec-b482a5ad0973 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.210664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db432616-d80b-42ad-a10f-a970d1b668ed · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.218728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40f65c50-beea-4fb2-99be-3dfd909cc19f · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.228856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3b0b9a7-f180-461e-b2e5-7c1c16b0c9b4 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.234483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d158ef72-66d3-490f-8b6b-e8b1fd4206e4 · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.240307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d35f0ac-6e65-46a6-9452-277cffeea485 · outbound

This paper cites Is ChatGPT Equipped with Emotional Dialogue Capabilities?.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Is ChatGPT Equipped with Emotional Dialogue Capabilities?

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.246157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 057fdc77-3d9f-4243-a36b-6ee5ce92b7ae · outbound

This paper cites an unresolved cited work.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.254565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83ef3e5d-136b-4901-87d2-b402e1e92c46 · outbound

This paper cites Building Emotional Support Chatbots in the Era of LLMs.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards Building Emotional Support Chatbots in the Era of LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.262052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53ca47ee-4a2c-49e5-a426-528040c49908 · outbound

This paper cites online" 'onlinestring :=.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards online" 'onlinestring :=

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.267615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a715afce-975e-46a6-8be3-788593b3d03a · outbound

This paper cites write newline.

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards write newline

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T17:23:08.276030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4e8f30e5-461e-47af-82a2-6a5025cd2432 · inbound

MICA: Multi-granularity Intertemporal Credit Assignment for Long-Horizon Emotional Support Dialogue cites this paper.

MICA: Multi-granularity Intertemporal Credit Assignment for Long-Horizon Emotional Support Dialogue Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-15T15:26:10.644998Z

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 e9a4f98f-3c66-4700-bf45-9fc25c08dc3b · inbound

MICA: Multi-granularity Intertemporal Credit Assignment for Long-Horizon Emotional Support Dialogue cites this paper.

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T18:44:27.881977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.