Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-01T06:26:30.725906Z
Paper Citation Record · LEDGER
Beyond Her: Safety Dynamics in Role-play AI Companions
As of 5 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 0 inbound Pith citation observations for arXiv:2606.28968.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
85 of 85 outbound references displayed
- verified exact13
- verified fuzzy62
- unresolved7
- parse uncertain1
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation afc41b87-a345-4418-a131-f8270749bf78 · outbound
This paper cites Consistently Simulating Human Personas with Multi-Turn Reinforcement Learning.
Beyond Her: Safety Dynamics in Role-play AI Companions Consistently Simulating Human Personas with Multi-Turn Reinforcement Learning
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:35:40.256497Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c171a8dd-0753-42e3-95ff-df58ea286e6f · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T18:12:47.705437Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1175216f-97c7-42d5-af95-91eb110bd043 · outbound
This paper cites The k-means algorithm: A comprehensive survey and performance evaluation.Electronics, 9(8):1295, 2020.
Beyond Her: Safety Dynamics in Role-play AI Companions The k-means algorithm: A comprehensive survey and performance evaluation.Electronics, 9(8):1295, 2020
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.709800Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e7257cce-2def-478b-8063-8d39d48b75dd · outbound
This paper cites Artificial intelligence risk management framework: Generative artificial intelli- gence profile.NIST Trustworthy and Responsible AI Gaithersburg, MD, USA, 2024.
Beyond Her: Safety Dynamics in Role-play AI Companions Artificial intelligence risk management framework: Generative artificial intelli- gence profile.NIST Trustworthy and Responsible AI Gaithersburg, MD, USA, 2024
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.713707Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c745407c-651e-45a5-926f-b287ee2ac538 · outbound
This paper cites The cyberpsychology influence on modern computing.Communications of the ACM, 68(11):72–79, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions The cyberpsychology influence on modern computing.Communications of the ACM, 68(11):72–79, 2025
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.701704Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0d75898b-4af0-4802-bfc9-95bb809b307d · outbound
This paper cites System card:claude opus 4 & claude sonnet 4.https://www.anthropic.co m/claude-4-system-card, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions System card:claude opus 4 & claude sonnet 4.https://www.anthropic.co m/claude-4-system-card, 2025
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.688463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1c858d26-109c-44a3-9440-ef2307e9a496 · outbound
This paper cites Perceptions of chatbots in therapy.
Beyond Her: Safety Dynamics in Role-play AI Companions Perceptions of chatbots in therapy
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.690323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6338d675-d3a7-4acc-9368-acb86dcd226f · outbound
This paper cites Role of chat gpt in public health.Annals of biomedical engineering, 51(5): 868–869, 2023.
Beyond Her: Safety Dynamics in Role-play AI Companions Role of chat gpt in public health.Annals of biomedical engineering, 51(5): 868–869, 2023
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.684387Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e43d362e-876f-4a33-bd7a-70dbd9f37227 · outbound
This paper cites Validation of the social interaction anxiety scale and the social phobia scale across the anxiety disorders.Psychological assessment, 9(1):21, 1997.
Beyond Her: Safety Dynamics in Role-play AI Companions Validation of the social interaction anxiety scale and the social phobia scale across the anxiety disorders.Psychological assessment, 9(1):21, 1997
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.682343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 106e74d0-15f0-4532-a4fc-63e829bb9fc0 · outbound
This paper cites A worked example of braun and clarke’s approach to reflexive thematic analysis.Quality & quantity, 56(3):1391–1412, 2022.
Beyond Her: Safety Dynamics in Role-play AI Companions A worked example of braun and clarke’s approach to reflexive thematic analysis.Quality & quantity, 56(3):1391–1412, 2022
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.686445Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 720858a1-1ee9-4db1-8a6b-f10b3856b01c · outbound
This paper cites How character.ai prioritizes teen safety.https://blog.character.ai/ho w-character-ai-prioritizes-teen-safety, Dec 2024.
Beyond Her: Safety Dynamics in Role-play AI Companions How character.ai prioritizes teen safety.https://blog.character.ai/ho w-character-ai-prioritizes-teen-safety, Dec 2024
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.692831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f73ce27b-b034-4a81-889b-1e9591497e7b · outbound
This paper cites Character.ai: Ai chat, reimagined – your words.
Beyond Her: Safety Dynamics in Role-play AI Companions Character.ai: Ai chat, reimagined – your words
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.703775Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d1233584-2b9b-44f8-8372-152a818384e4 · outbound
This paper cites Welcome to character guide.https://book.character.ai/, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Welcome to character guide.https://book.character.ai/, 2025
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.696610Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1f0ff7f0-8536-499a-81ed-2e76d3bef104 · outbound
This paper cites Introducing parental insights: Enhanced safety for teens.https://blog.c haracter.ai/introducing-parental-insights-enhanced-safety-for-teens/, Mar.
Beyond Her: Safety Dynamics in Role-play AI Companions Introducing parental insights: Enhanced safety for teens.https://blog.c haracter.ai/introducing-parental-insights-enhanced-safety-for-teens/, Mar
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.677931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 48a8c34e-5b20-4ef9-a4eb-83cd4d5d7220 · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 15
- Resolution
- parse uncertain
- raw_fallback, observed 2026-07-06T18:12:47.673311Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 590567d6-e8c7-45d7-a06b-9b75cddca370 · outbound
This paper cites Safety center.https://support.character.ai/hc/en-us/articles /21704914723995-Safety-Center, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Safety center.https://support.character.ai/hc/en-us/articles /21704914723995-Safety-Center, 2025
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.675303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f62eb592-45dd-401c-8f5b-b8eab76592bd · outbound
This paper cites From persona to personalization: A survey on role-playing language agents.Transactions on Machine Learning Research, 2024.
Beyond Her: Safety Dynamics in Role-play AI Companions From persona to personalization: A survey on role-playing language agents.Transactions on Machine Learning Research, 2024
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.660927Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 78470be9-1eb8-4b96-9ab9-08a490ee9c0f · outbound
This paper cites Llm reasoning engine: Specialized training for enhanced mathematical reasoning.
Beyond Her: Safety Dynamics in Role-play AI Companions Llm reasoning engine: Specialized training for enhanced mathematical reasoning
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.665234Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4fe8c962-ebbe-43ad-b3de-0a092b5be5da · outbound
This paper cites Automated real-time tool for promoting crisis resource use for suicide risk (resourcebot): development and usability study.JMIR Mental Health, 11: e58409, 2024.
Beyond Her: Safety Dynamics in Role-play AI Companions Automated real-time tool for promoting crisis resource use for suicide risk (resourcebot): development and usability study.JMIR Mental Health, 11: e58409, 2024
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.656700Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d9cac887-608c-4afd-bc8a-94135588546c · outbound
This paper cites Digital confessions: The willingness to disclose intimate information to a chatbot and its impact on emotional well-being.Interacting with Computers, 36(5):279–292, 2024.
Beyond Her: Safety Dynamics in Role-play AI Companions Digital confessions: The willingness to disclose intimate information to a chatbot and its impact on emotional well-being.Interacting with Computers, 36(5):279–292, 2024
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.650066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bdffdf1a-2c00-4768-9521-68b490fa845e · outbound
This paper cites Introduction to the k-means clustering algorithm based on the elbow method.
Beyond Her: Safety Dynamics in Role-play AI Companions Introduction to the k-means clustering algorithm based on the elbow method
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.652697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d2f75720-52e1-4909-ae84-78442c6b1945 · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T18:12:47.654685Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3edcdfa7-cf8f-4e40-be2a-4f0bf20773ce · outbound
This paper cites arXiv preprint arXiv:2508.19258 , year=.
Beyond Her: Safety Dynamics in Role-play AI Companions arXiv preprint arXiv:2508.19258 , year=
Reference 23
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:35:40.245185Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b3f79fa0-c2af-4092-9c79-dd55dc25e345 · outbound
This paper cites Exploring deepseek: A survey on advances, applications, challenges and future directions.IEEE/CAA Journal of Automatica Sinica, 12(5):872–893, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Exploring deepseek: A survey on advances, applications, challenges and future directions.IEEE/CAA Journal of Automatica Sinica, 12(5):872–893, 2025
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T06:35:28.944900Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a64618d3-e18f-4625-b735-0d4dab0ad42a · outbound
This paper cites Estimating the optimal number of clusters in categorical data clustering by silhouette coefficient.
Beyond Her: Safety Dynamics in Role-play AI Companions Estimating the optimal number of clusters in categorical data clustering by silhouette coefficient
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.667116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e7670214-38f3-4be6-aeaf-05596591cf17 · outbound
This paper cites Safety and robustness in conversational AI.
Beyond Her: Safety Dynamics in Role-play AI Companions Safety and robustness in conversational AI
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.680162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 241db46d-e653-41f4-a6c3-130d0a45dea9 · outbound
This paper cites The eu ai act: a summary of its significance and scope.Artificial Intelli- gence (the EU AI Act), 1:25, 2021.
Beyond Her: Safety Dynamics in Role-play AI Companions The eu ai act: a summary of its significance and scope.Artificial Intelli- gence (the EU AI Act), 1:25, 2021
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.694699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a9b283e1-92b0-492e-9835-c5145e3065c3 · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T18:12:47.640271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f73b9014-45da-41cb-9e1b-a11ce6a4178d · outbound
This paper cites esafety report shows ai companions are putting children at risk.
Beyond Her: Safety Dynamics in Role-play AI Companions esafety report shows ai companions are putting children at risk
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.645762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a91b3f66-c957-4243-a9c7-13684c94bd9d · outbound
This paper cites How AI and Human Behaviors Shape Psychosocial Effects of Extended Chatbot Use: A Longitudinal Randomized Controlled Study.
Beyond Her: Safety Dynamics in Role-play AI Companions How AI and Human Behaviors Shape Psychosocial Effects of Extended Chatbot Use: A Longitudinal Randomized Controlled Study
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T09:35:40.241466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6c44c26f-b2c9-4022-b87b-2e17f2f2bbf7 · outbound
This paper cites Emotion detec- tion: a technology review.
Beyond Her: Safety Dynamics in Role-play AI Companions Emotion detec- tion: a technology review
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.627710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9a4ea168-3342-4dec-b6e8-bcbd06aacf73 · outbound
This paper cites Security and privacy in virtual reality: A literature survey.Virtual Reality, 29(1):10, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Security and privacy in virtual reality: A literature survey.Virtual Reality, 29(1):10, 2025
Reference 32
- Resolution
- verified exact
- doi, observed 2026-07-01T06:35:28.948565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e62a7c1c-5994-417a-a5f7-2ea610653502 · outbound
This paper cites Therapeutic chatbots as cognitive-affective artifacts.
Beyond Her: Safety Dynamics in Role-play AI Companions Therapeutic chatbots as cognitive-affective artifacts
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.625309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 55c67ee1-cca1-4a82-b02b-c996e7a97076 · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T18:12:47.631086Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 757dcddb-43b4-4a8d-8e51-a446b8fbedf8 · outbound
This paper cites A short-form measure of loneliness.Journal of personality assessment, 51(1):69–81, 1987.
Beyond Her: Safety Dynamics in Role-play AI Companions A short-form measure of loneliness.Journal of personality assessment, 51(1):69–81, 1987
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.620796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c5f55b2c-d95c-49b3-aa3f-5b890efa162f · outbound
This paper cites Psychological, relational, and emotional effects of self-disclosure after conversations with a chatbot.Journal of Communication, 68 (4):712–733, 2018.
Beyond Her: Safety Dynamics in Role-play AI Companions Psychological, relational, and emotional effects of self-disclosure after conversations with a chatbot.Journal of Communication, 68 (4):712–733, 2018
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.618511Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 91ba35c9-e22b-4007-a2c0-385f80de939b · outbound
This paper cites GPT-4o System Card.
Beyond Her: Safety Dynamics in Role-play AI Companions GPT-4o System Card
Reference 37
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T09:35:40.224325Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0cf3f553-765d-46d3-a165-6deebd2933fe · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T18:12:47.622928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e81ab58e-d416-43ab-b4e2-69f9118c1930 · outbound
This paper cites Designing ai to help children flourish.Available at SSRN 5179894, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Designing ai to help children flourish.Available at SSRN 5179894, 2025
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.638389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a2859cdd-e4cf-4ac9-ab13-55eb658c733b · outbound
This paper cites Survey of Hallucination in Natural Language Generation.
Beyond Her: Safety Dynamics in Role-play AI Companions Survey of Hallucination in Natural Language Generation
Reference 40
- Resolution
- verified exact
- doi, observed 2026-07-01T06:35:28.940188Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 201896b9-fe6b-4936-888c-472994d57ddf · outbound
This paper cites The phq-8 as a measure of current depression in the general population.
Beyond Her: Safety Dynamics in Role-play AI Companions The phq-8 as a measure of current depression in the general population
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.642816Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 06b8ed65-934f-4b1f-859c-eb308c17eb2b · outbound
This paper cites Okay, whatever.
Beyond Her: Safety Dynamics in Role-play AI Companions Okay, whatever
Reference 42
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:35:40.260085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 25701a25-a470-4570-8365-1dcb86f68c66 · outbound
This paper cites Character ai statistics (2026) – global active users.https://www.dema ndsage.com/character-ai-statistics/, 2026.
Beyond Her: Safety Dynamics in Role-play AI Companions Character ai statistics (2026) – global active users.https://www.dema ndsage.com/character-ai-statistics/, 2026
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.606876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 847fd260-a340-4718-bacd-229a4fdfbb04 · outbound
This paper cites Reminders that chatbots are not human can be risky.Trends in Cognitive Sciences, 2026.
Beyond Her: Safety Dynamics in Role-play AI Companions Reminders that chatbots are not human can be risky.Trends in Cognitive Sciences, 2026
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.633559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2ffbab0c-bd46-4cf7-97a7-f32e20eb4346 · outbound
This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020.
Beyond Her: Safety Dynamics in Role-play AI Companions Retrieval- augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.635735Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 93b222c5-5913-4d36-87f0-aa1ef42a69ee · outbound
This paper cites Camel: Communicative agents for” mind” exploration of large language model society.Advances in Neural Information Processing Systems, 36:51991–52008, 2023.
Beyond Her: Safety Dynamics in Role-play AI Companions Camel: Communicative agents for” mind” exploration of large language model society.Advances in Neural Information Processing Systems, 36:51991–52008, 2023
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.603244Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 393def15-70f1-4d7e-8ad2-5c0a9ba88925 · outbound
This paper cites Competition- level code generation with alphacode.Science, 378(6624):1092–1097, 2022.
Beyond Her: Safety Dynamics in Role-play AI Companions Competition- level code generation with alphacode.Science, 378(6624):1092–1097, 2022
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.609537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 312a799e-5bad-43a3-9a77-c22d690bed52 · outbound
This paper cites Chatbot Companionship: A Mixed-Methods Study of Companion Chatbot Usage Patterns and Their Relationship to Loneliness in Active Users.
Beyond Her: Safety Dynamics in Role-play AI Companions Chatbot Companionship: A Mixed-Methods Study of Companion Chatbot Usage Patterns and Their Relationship to Loneliness in Active Users
Reference 48
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:35:40.249848Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0deb1057-86da-40df-96f8-19c13942a6fc · outbound
This paper cites Virginia Commonwealth University, 2015.
Beyond Her: Safety Dynamics in Role-play AI Companions Virginia Commonwealth University, 2015
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.707290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e8d41019-9495-4e43-93d0-38b1295504e0 · outbound
This paper cites AutoDAN: Generating stealthy jailbreak prompts on aligned large language models.
Beyond Her: Safety Dynamics in Role-play AI Companions AutoDAN: Generating stealthy jailbreak prompts on aligned large language models
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.597928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 888bd7c8-8cbd-4b54-9dc8-aa93fa32c0c5 · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T18:12:47.600712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6348f691-7211-40ac-8ff1-12d381b47151 · outbound
This paper cites Expressing stigma and inappropriate responses pre- vents llms from safely replacing mental health providers.
Beyond Her: Safety Dynamics in Role-play AI Companions Expressing stigma and inappropriate responses pre- vents llms from safely replacing mental health providers
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.647919Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 302b1af6-ff87-4884-a862-0f5fef459c70 · outbound
This paper cites an unresolved cited work.
Beyond Her: Safety Dynamics in Role-play AI Companions Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T18:12:47.586006Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f1332cc4-f408-40ff-ab7a-4c42f3c21b2a · outbound
This paper cites Moderation – openai api.https://platform.openai.com/docs/guides/mode ration, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Moderation – openai api.https://platform.openai.com/docs/guides/mode ration, 2025
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.583552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2a05e301-aa17-4043-ab6d-b52146974426 · outbound
This paper cites My Boyfriend is AI.
Beyond Her: Safety Dynamics in Role-play AI Companions My Boyfriend is AI
Reference 55
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:35:40.236036Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 38e36adc-3d22-4b0e-a0de-c0deed0b0024 · outbound
This paper cites Investigating Affective Use and Emotional Well-being on ChatGPT.
Beyond Her: Safety Dynamics in Role-play AI Companions Investigating Affective Use and Emotional Well-being on ChatGPT
Reference 56
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:35:40.237800Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 823bfb11-6167-4c97-b41a-244048b2216a · outbound
This paper cites Personalised recommendations in mental health apps: the impact of autonomy and data sharing.
Beyond Her: Safety Dynamics in Role-play AI Companions Personalised recommendations in mental health apps: the impact of autonomy and data sharing
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.658743Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6d87f2a1-b98e-4996-81f5-f0d182cae826 · outbound
This paper cites EmoAgent: Assessing and safeguarding human-AI interaction for mental health safety.
Beyond Her: Safety Dynamics in Role-play AI Companions EmoAgent: Assessing and safeguarding human-AI interaction for mental health safety
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.579629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9d62969b-c982-475d-b075-1a9ad1f62a8f · outbound
This paper cites ISBN 979-8-89176-332-6.
Beyond Her: Safety Dynamics in Role-play AI Companions ISBN 979-8-89176-332-6
Reference 59
- Resolution
- malformed identifier
- raw_fallback, observed 2026-07-06T18:12:47.663091Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 75f53f3f-e4cc-4672-8470-4a5c59cfcb16 · outbound
This paper cites Explanations as mechanisms for supporting algorithmic transparency.
Beyond Her: Safety Dynamics in Role-play AI Companions Explanations as mechanisms for supporting algorithmic transparency
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.577335Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1413ff31-353d-4719-b9a1-12f0a312d054 · outbound
This paper cites trust me over my pri- vacy policy.
Beyond Her: Safety Dynamics in Role-play AI Companions trust me over my pri- vacy policy
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.581857Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3cd7f3e5-58a6-4aef-88d8-dfcfd6529ebc · outbound
This paper cites Investigating the factual knowledge boundary of large language models with retrieval augmentation.
Beyond Her: Safety Dynamics in Role-play AI Companions Investigating the factual knowledge boundary of large language models with retrieval augmentation
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.587845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d0a4a043-a9c7-4c98-9d1e-8ecc12892edf · outbound
This paper cites Replika: The ai companion who cares.https://replika.com/, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Replika: The ai companion who cares.https://replika.com/, 2025
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.669549Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2b595356-dd24-414f-9acd-66927a9c7360 · outbound
This paper cites The gdpr enforcement fines at glance.Information Systems, 106:101876, 2022.
Beyond Her: Safety Dynamics in Role-play AI Companions The gdpr enforcement fines at glance.Information Systems, 106:101876, 2022
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.671362Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ff8cd71c-4fb9-471e-83fa-ecf360ca5a3f · outbound
This paper cites Character-LLM: A trainable agent for role-playing.
Beyond Her: Safety Dynamics in Role-play AI Companions Character-LLM: A trainable agent for role-playing
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.573675Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e1e981d6-7ac6-4bae-b030-a4b001447416 · outbound
This paper cites Ai chatbots and the loneliness crisis.bmj, 391, 2025.
Beyond Her: Safety Dynamics in Role-play AI Companions Ai chatbots and the loneliness crisis.bmj, 391, 2025
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.568737Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2d64776e-0617-4f46-b6eb-67df9e2aed84 · outbound
This paper cites Ecological momentary assessment (ema) in studies of substance use.Psy- chological assessment, 21(4):486, 2009.
Beyond Her: Safety Dynamics in Role-play AI Companions Ecological momentary assessment (ema) in studies of substance use.Psy- chological assessment, 21(4):486, 2009
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.575972Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 89391557-d7d6-4c9a-9652-d68ee4f4214c · outbound
This paper cites Ecological momentary assessment.
Beyond Her: Safety Dynamics in Role-play AI Companions Ecological momentary assessment
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.592789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation efda470c-78e8-4298-ae9c-8c423a69e8bb · outbound
This paper cites Context-aware offensive language detection in human-chatbot conversations.
Beyond Her: Safety Dynamics in Role-play AI Companions Context-aware offensive language detection in human-chatbot conversations
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.616104Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ebd7da38-1dd7-4229-baf3-f6b8fd92824e · outbound
This paper cites Regulation 2024/1689 of the eur.
Beyond Her: Safety Dynamics in Role-play AI Companions Regulation 2024/1689 of the eur
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.699677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9371e42c-922e-4958-be63-a89c52336ce9 · outbound
This paper cites CASE-bench: Context-aware SafEty benchmark for large language models.
Beyond Her: Safety Dynamics in Role-play AI Companions CASE-bench: Context-aware SafEty benchmark for large language models
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.711732Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1573a2ea-c991-4db3-a7b0-9aee01a47fc3 · outbound
This paper cites On the safety of conversational models: Taxonomy, dataset, and benchmark.
Beyond Her: Safety Dynamics in Role-play AI Companions On the safety of conversational models: Taxonomy, dataset, and benchmark
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.560361Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1d721709-1f09-4086-a49f-f305e5f4494b · outbound
This paper cites New version of davies-bouldin index for clustering validation based on cylindrical distance.
Beyond Her: Safety Dynamics in Role-play AI Companions New version of davies-bouldin index for clustering validation based on cylindrical distance
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.555162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 035c2ab0-9d8d-498c-a3b2-0c9f8acd5167 · outbound
This paper cites Rolellm: Benchmarking, elic- iting, and enhancing role-playing abilities of large language models.
Beyond Her: Safety Dynamics in Role-play AI Companions Rolellm: Benchmarking, elic- iting, and enhancing role-playing abilities of large language models
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.550456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation abcfb036-6cd1-434b-a02e-308811d96cde · outbound
This paper cites Coser: Coordinating llm-based per- sona simulation of established roles.
Beyond Her: Safety Dynamics in Role-play AI Companions Coser: Coordinating llm-based per- sona simulation of established roles
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.548005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 53b8d9b8-59c0-4b91-a584-fdd9103278ec · outbound
This paper cites An improved index for clustering validation based on silhou- ette index and calinski-harabasz index.
Beyond Her: Safety Dynamics in Role-play AI Companions An improved index for clustering validation based on silhou- ette index and calinski-harabasz index
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.552430Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ed710e22-c196-4310-ae51-7560f6dfaa0e · outbound
This paper cites Crafting Customisable Characters with LLM s: A Persona-Driven Role-Playing Agent Framework.
Beyond Her: Safety Dynamics in Role-play AI Companions Crafting Customisable Characters with LLM s: A Persona-Driven Role-Playing Agent Framework
Reference 77
- Resolution
- verified exact
- doi, observed 2026-07-01T06:35:28.936793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b376af68-88af-47ec-a6f1-8f10438a1adc · outbound
This paper cites Alleviating the fear of losing alignment in llm fine-tuning.
Beyond Her: Safety Dynamics in Role-play AI Companions Alleviating the fear of losing alignment in llm fine-tuning
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.557424Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5cff2c7a-f031-4a13-acda-54afc0731cce · outbound
This paper cites In33rd USENIX Security Symposium (USENIX Security 24), pages 4657–4674.
Beyond Her: Safety Dynamics in Role-play AI Companions In33rd USENIX Security Symposium (USENIX Security 24), pages 4657–4674
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.571273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d01d07d7-569b-46b6-bdb4-a5347d864bda · outbound
This paper cites Exploring parent-child perceptions on safety in generative ai: concerns, mitigation strategies, and design implications.
Beyond Her: Safety Dynamics in Role-play AI Companions Exploring parent-child perceptions on safety in generative ai: concerns, mitigation strategies, and design implications
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.562162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4f975d68-96fc-40cf-8556-cd541dde0c33 · outbound
This paper cites Applicability of prewhitening to eliminate the influence of serial correlation on the mann-kendall test.Water resources research, 38(6):4–1, 2002.
Beyond Her: Safety Dynamics in Role-play AI Companions Applicability of prewhitening to eliminate the influence of serial correlation on the mann-kendall test.Water resources research, 38(6):4–1, 2002
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.545241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 284be44a-25db-4c4c-94b1-d788cdb0c8d1 · outbound
This paper cites The dark side of ai companionship: A taxonomy of harmful algorithmic behaviors in human-ai relationships.
Beyond Her: Safety Dynamics in Role-play AI Companions The dark side of ai companionship: A taxonomy of harmful algorithmic behaviors in human-ai relationships
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.543532Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e466898a-f86c-48b0-8163-fc2a524c3ebd · outbound
This paper cites Toward mitigating misinformation and social media manipulation in llm era.
Beyond Her: Safety Dynamics in Role-play AI Companions Toward mitigating misinformation and social media manipulation in llm era
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T18:12:47.541603Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c4d7eb07-ec6d-48a4-a962-1b9b6384f3c1 · outbound
This paper cites The Rise of AI Companions: Interaction with AI Companions and Psychological Well-being.
Beyond Her: Safety Dynamics in Role-play AI Companions The Rise of AI Companions: Interaction with AI Companions and Psychological Well-being
Reference 84
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T09:35:40.253026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 36ff5641-7071-4d09-94a0-0aba5828ad1c · outbound
This paper cites vulnerable users.
Beyond Her: Safety Dynamics in Role-play AI Companions vulnerable users
Reference 85
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:35:40.242165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
No inbound Pith citation observations are available.