Paper Citation Record · LEDGER

H2HTalk: Evaluating Large Language Models as Emotional Companion

As of 10 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2507.03543.

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

pith.paper-citation-record.v1
2507.03543 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:13:31.150814Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

51 of 51 outbound references displayed

verified exact0
verified fuzzy24
unresolved24
parse uncertain1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb384b04-083d-4628-8005-c965f5b49262 · outbound

This paper cites Complementary Therapies in Clinical Practice41, 101223 (2020).

H2HTalk: Evaluating Large Language Models as Emotional Companion Complementary Therapies in Clinical Practice41, 101223 (2020)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:35.355863Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b68149ac-0cf4-4dbf-be1d-7ba7881dbf2e · outbound

This paper cites Animals11(8) (Aug 2021).https://doi.org/10.

H2HTalk: Evaluating Large Language Models as Emotional Companion Animals11(8) (Aug 2021).https://doi.org/10

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:35.223003Z

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Observation 0db6281a-bd3b-472c-8e73-24022f7ba5aa · outbound

This paper cites Exceptionality Education International31(1), 1–23 (2021).

H2HTalk: Evaluating Large Language Models as Emotional Companion Exceptionality Education International31(1), 1–23 (2021)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:35.082798Z

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Observation b6fb7446-0e85-4114-9c69-c490e1f9d5a6 · outbound

This paper cites Psychology press (2015).

H2HTalk: Evaluating Large Language Models as Emotional Companion Psychology press (2015)

Reference 4

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Observation 17186944-8012-4716-8921-a8c20ce69c19 · outbound

This paper cites Anthropic News (June 2024), https://www.

H2HTalk: Evaluating Large Language Models as Emotional Companion Anthropic News (June 2024), https://www

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:34.793454Z

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Observation c5187b6f-bd5a-4ae4-bb75-e7a85cedb736 · outbound

This paper cites Current state of LLM Risks and AI Guardrails.

H2HTalk: Evaluating Large Language Models as Emotional Companion Current state of LLM Risks and AI Guardrails

Reference 6

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Source-reported events for the cited work

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Observation 74c62e71-d6e7-4bda-b710-7c1ce1b46c69 · outbound

This paper cites Basic books (2008).

H2HTalk: Evaluating Large Language Models as Emotional Companion Basic books (2008)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:34.668969Z

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Observation 5675da61-48f3-479b-82c7-224e3e08e577 · outbound

This paper cites In: Attachment theory, pp.

H2HTalk: Evaluating Large Language Models as Emotional Companion In: Attachment theory, pp

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:34.541617Z

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Observation 8165d2af-e755-4341-ab0d-0744632ae166 · outbound

This paper cites From Persona to Personalization: A Survey on Role-Playing Language Agents.

H2HTalk: Evaluating Large Language Models as Emotional Companion From Persona to Personalization: A Survey on Role-Playing Language Agents

Reference 9

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Source-reported events for the cited work

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Observation a445f36f-9c50-4f57-9fc7-e21fd8cf91f1 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

H2HTalk: Evaluating Large Language Models as Emotional Companion M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:13:24.957826Z

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Observation ecedcffe-ea5c-4eba-802f-96c2f7434a2e · outbound

This paper cites In: Findings of the Association for Computational Linguistics: EMNLP.

H2HTalk: Evaluating Large Language Models as Emotional Companion In: Findings of the Association for Computational Linguistics: EMNLP

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:34.402279Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e00db050-6366-4ca1-b687-899e3597be53 · outbound

This paper cites EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models.

H2HTalk: Evaluating Large Language Models as Emotional Companion EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models

Reference 12

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Source-reported events for the cited work

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Observation aa3e38bd-9013-4341-a854-eefd00f70df9 · outbound

This paper cites ToMBench: Benchmarking Theory of Mind in Large Language Models.

H2HTalk: Evaluating Large Language Models as Emotional Companion ToMBench: Benchmarking Theory of Mind in Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:13:25.488814Z

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Observation 5b3813b1-ca91-4230-8204-1c8b8a1f3a4d · outbound

This paper cites CogBench: a large language model walks into a psychology lab.

H2HTalk: Evaluating Large Language Models as Emotional Companion CogBench: a large language model walks into a psychology lab

Reference 14

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Observation d27f1a39-fde4-48a0-b747-c0b1d0fc34dc · outbound

This paper cites https://github.com/open-compass/opencompass (2023).

H2HTalk: Evaluating Large Language Models as Emotional Companion https://github.com/open-compass/opencompass (2023)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:34.140350Z

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Observation 19b3076c-d540-4a80-8ad0-9326a86bac3f · outbound

This paper cites Penguin (2011).

H2HTalk: Evaluating Large Language Models as Emotional Companion Penguin (2011)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:34.010318Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e789d2dc-8206-4843-adbb-064e978305ba · outbound

This paper cites Routledge (2014).

H2HTalk: Evaluating Large Language Models as Emotional Companion Routledge (2014)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:33.905154Z

Source-reported events for the cited work

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Observation cc5c8e17-13ee-4504-8983-f3e183af25ba · outbound

This paper cites Psychological inquiry 26(1), 1–26 (2015).

H2HTalk: Evaluating Large Language Models as Emotional Companion Psychological inquiry 26(1), 1–26 (2015)

Reference 18

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Observation d899ebfc-b937-4e41-910b-688174cc03e5 · outbound

This paper cites Large Language Model for Mental Health: A Systematic Review.

H2HTalk: Evaluating Large Language Models as Emotional Companion Large Language Model for Mental Health: A Systematic Review

Reference 19

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Observation 38e70a18-10f8-4474-96b4-36634147b2c8 · outbound

This paper cites Qwen2.5-Coder Technical Report.

H2HTalk: Evaluating Large Language Models as Emotional Companion Qwen2.5-Coder Technical Report

Reference 20

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Observation cd4402fb-8b0d-4891-81ab-bc383c245fcc · outbound

This paper cites Navigating LLM Ethics: Advancements, Challenges, and Future Directions.

H2HTalk: Evaluating Large Language Models as Emotional Companion Navigating LLM Ethics: Advancements, Challenges, and Future Directions

Reference 21

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Observation 86e0fffc-8777-4243-8641-f8cfbc003c98 · outbound

This paper cites ChatHaruhi: Reviving Anime Character in Reality via Large Language Model.

H2HTalk: Evaluating Large Language Models as Emotional Companion ChatHaruhi: Reviving Anime Character in Reality via Large Language Model

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:13:26.863890Z

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Observation c8d36f2f-aa5d-400a-beaa-5e82ee94926c · outbound

This paper cites arXiv preprint arXiv:2406.17675 (2024).

H2HTalk: Evaluating Large Language Models as Emotional Companion arXiv preprint arXiv:2406.17675 (2024)

Reference 23

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Observation c8b6f27f-2d72-4c1b-9204-7473d36632d8 · outbound

This paper cites In: Text Summarization Branches Out (Jul 2004).

H2HTalk: Evaluating Large Language Models as Emotional Companion In: Text Summarization Branches Out (Jul 2004)

Reference 24

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bc197ac2-e1ce-47dd-a7ec-ca23d267b2d1 · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of LLM Agents.

H2HTalk: Evaluating Large Language Models as Emotional Companion Evaluating Very Long-Term Conversational Memory of LLM Agents

Reference 25

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Observation 213ddc2f-ff66-4838-a942-587a49e19c4c · outbound

This paper cites CoRR (2024).

H2HTalk: Evaluating Large Language Models as Emotional Companion CoRR (2024)

Reference 26

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 47e1c482-9c6f-429d-b88b-0421ef428692 · outbound

This paper cites In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, July 6-12, 2002, Philadelphia, PA, USA.

H2HTalk: Evaluating Large Language Models as Emotional Companion In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, July 6-12, 2002, Philadelphia, PA, USA

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:33.533351Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 995c9685-ac64-4e8a-9e33-57dc3d5926bc · outbound

This paper cites Interactive Agents: Simulating Counselor-Client Psychological Counseling via Role-Playing LLM-to-LLM Interactions.

H2HTalk: Evaluating Large Language Models as Emotional Companion Interactive Agents: Simulating Counselor-Client Psychological Counseling via Role-Playing LLM-to-LLM Interactions

Reference 28

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Observation f350f738-8a1f-4c65-932d-b3fe84e5e94d · outbound

This paper cites American psychologist55(1), 68 (2000).

H2HTalk: Evaluating Large Language Models as Emotional Companion American psychologist55(1), 68 (2000)

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:33.412386Z

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Observation 4f084740-42d9-4396-a7ee-280a732a014b · outbound

This paper cites Character-LLM: A Trainable Agent for Role-Playing.

H2HTalk: Evaluating Large Language Models as Emotional Companion Character-LLM: A Trainable Agent for Role-Playing

Reference 30

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Observation 91129dc9-1666-4c5a-9035-05da28c9ab1f · outbound

This paper cites NPJ Mental Health Research3(1), 12 (2024).

H2HTalk: Evaluating Large Language Models as Emotional Companion NPJ Mental Health Research3(1), 12 (2024)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:33.260885Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e2e9a9fb-080f-422e-8ac9-1e1f1fc9a8c3 · outbound

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H2HTalk: Evaluating Large Language Models as Emotional Companion Unresolved cited work

Reference 32

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This paper cites Frontiers in Dementia3, 1385303 (2024).

H2HTalk: Evaluating Large Language Models as Emotional Companion Frontiers in Dementia3, 1385303 (2024)

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:33.104592Z

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Observation d7391fbd-00b4-41d3-96de-90ee559fd153 · outbound

This paper cites Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization.

H2HTalk: Evaluating Large Language Models as Emotional Companion Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization

Reference 34

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Observation 88ca5893-0d24-49b4-99bf-1c5e3b869894 · outbound

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H2HTalk: Evaluating Large Language Models as Emotional Companion In: Ku, L.W., Martins, A., Srikumar, V

Reference 35

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Observation 20155838-028c-4bd4-9174-f5d9cb695052 · outbound

This paper cites Large Language Models are not Fair Evaluators.

H2HTalk: Evaluating Large Language Models as Emotional Companion Large Language Models are not Fair Evaluators

Reference 36

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H2HTalk: Evaluating Large Language Models as Emotional Companion In: Ku, L.W., Martins, A., Srikumar, V

Reference 37

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H2HTalk: Evaluating Large Language Models as Emotional Companion Large Multimodal Agents: A Survey

Reference 38

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H2HTalk: Evaluating Large Language Models as Emotional Companion OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models

Reference 39

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Observation 51f602f1-0ad1-4775-bd06-adc458211e76 · outbound

This paper cites Character is Destiny: Can Role-Playing Language Agents Make Persona-Driven Decisions?.

H2HTalk: Evaluating Large Language Models as Emotional Companion Character is Destiny: Can Role-Playing Language Agents Make Persona-Driven Decisions?

Reference 40

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Observation 6e0b096c-f01d-4348-8a3f-30e0caded826 · outbound

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H2HTalk: Evaluating Large Language Models as Emotional Companion Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies8(2), 1–41 (2024)

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:32.748910Z

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Observation d82cc389-0f23-4461-9a3f-7b7811cb025f · outbound

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H2HTalk: Evaluating Large Language Models as Emotional Companion In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:32.600604Z

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Observation d2cb0a7a-7c8b-402c-b9b4-2c81e65defef · outbound

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H2HTalk: Evaluating Large Language Models as Emotional Companion Journal of Medical Artificial Intelligence pp

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:32.478880Z

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H2HTalk: Evaluating Large Language Models as Emotional Companion In: Al-Onaizan, Y., Bansal, M., Chen, Y.N

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:32.340874Z

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Observation da51d791-3ca3-4924-82e0-9f1f589b3a40 · outbound

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H2HTalk: Evaluating Large Language Models as Emotional Companion Towards Real-world Scenario: Imbalanced New Intent Discovery

Reference 45

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Observation 2f6948b9-5b35-4f0e-bc9a-290e1263978b · outbound

This paper cites In: Joint European Conference on Machine Learning and Knowledge Discovery in Databases.

H2HTalk: Evaluating Large Language Models as Emotional Companion In: Joint European Conference on Machine Learning and Knowledge Discovery in Databases

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:13:32.169539Z

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Observation 5125fa82-fd81-4ff0-a173-61cc47defb12 · outbound

This paper cites New Intent Discovery with Attracting and Dispersing Prototype.

H2HTalk: Evaluating Large Language Models as Emotional Companion New Intent Discovery with Attracting and Dispersing Prototype

Reference 47

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T20:13:31.441456Z

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Observation bb581dcc-c641-44af-9bf5-cadc2d3a3813 · outbound

This paper cites NarrativePlay: Interactive Narrative Understanding.

H2HTalk: Evaluating Large Language Models as Emotional Companion NarrativePlay: Interactive Narrative Understanding

Reference 48

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Observation 01b31170-be14-4525-9dde-1aa5fca7a2c9 · outbound

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H2HTalk: Evaluating Large Language Models as Emotional Companion In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 49

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H2HTalk: Evaluating Large Language Models as Emotional Companion CharacterGLM: Customizing Chinese Conversational AI Characters with Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T20:13:31.150814Z

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Unavailable: canonical work link unavailable.

Observation fb6c36a5-ea3b-4d8d-9656-8c7820858691 · outbound

This paper cites 8506–8520 (2023).

H2HTalk: Evaluating Large Language Models as Emotional Companion 8506–8520 (2023)

Reference 2023

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.