Paper Citation Record · LEDGER

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions

As of 21 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 1 inbound Pith citation observation for arXiv:2605.28228.

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

pith.paper-citation-record.v1
2605.28228 v1

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T13:29:33.582976Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:18:59.117574Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

77 of 77 outbound references displayed

verified exact2
verified fuzzy0
unresolved73
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe0b2fd6-2f82-4a7c-af46-4cdecf2865ff · outbound

This paper cites The Llama 3 Herd of Models.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions The Llama 3 Herd of Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-06-29T13:33:28.092306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 96d05be1-2068-45c2-a31c-77d43de25b5e · outbound

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

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Interactive Agents: Simulating Counselor-Client Psychological Counseling via Role-Playing LLM-to-LLM Interactions

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T13:33:28.087124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3140ba6c-6d41-4230-99af-088199f33474 · outbound

This paper cites Preprint, arXiv:2601.01530.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Preprint, arXiv:2601.01530

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T13:33:28.089860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2b6a0592-2098-4574-80bb-6a85d0c4fdde · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88b8f853-4160-4d96-b7bf-595d561a2b99 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c2f651b-fdf9-45cb-9066-7e595662ebcb · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfe0d786-30ab-4b46-b945-4643eaa92b23 · outbound

This paper cites C Expert Ratings for Worst-case Interactions Table 3 records the expert ratings for each of the evaluated systems.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions C Expert Ratings for Worst-case Interactions Table 3 records the expert ratings for each of the evaluated systems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b289eab7-691b-4730-babe-5fbe6d1a8f4f · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b217bc1-0f96-40df-a243-3b1a6799ebc2 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf44483c-565d-4d9d-be48-bb474b3d6d11 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6693c42-38ff-4ca9-a3cf-1ba82415678c · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 351b4823-e7a8-4968-89fd-b02f1adb6232 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 424e8828-fd4d-49a1-89ce-f0901f56ce0f · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43995ca6-0203-435b-9ee2-ffc96cfed7b7 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7761b831-edf1-400b-8d8e-d27014635d18 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04298dd0-734c-4ca4-b0f7-a4f3b6947ab9 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6efa33d2-eb80-4310-8796-642ccda8b0f2 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 078b26a5-2e85-4236-8926-7416d2bc6b92 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6762e7b6-2fce-408b-94d6-fb9a441ca30e · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4f08bc9-b778-43c7-8809-c7de5833ec84 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c0e0eef-63a0-4959-9731-afeb25490ade · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64b4d86a-69c0-4ee6-8c42-d21c7246d9a6 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da304647-7ea1-4c28-9ff0-f9644c5e6a50 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7329a81-755d-4c34-95a3-03fedf261455 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4713f43-f3f3-4765-a16c-27f438717cf3 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a811fcd-9d5d-4cd3-b0b3-d4f228bab8e2 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb3c0d19-54c8-44d0-a6e9-f45e0c816c41 · outbound

This paper cites E Generic ESDS Evaluation Metrics by Ye et al.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions E Generic ESDS Evaluation Metrics by Ye et al

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caccea45-b592-4a77-8545-130bbf4c4cfd · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5642f8e-7501-4165-a1e4-3279d1568b96 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42c3a84c-0e11-42e4-947f-9dcdcc617d4f · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d520e926-5e67-469a-a8a3-b62e157f7ded · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30130724-7b09-4900-9560-6934cae4b37a · outbound

This paper cites Engagement.Evaluates whether the response promotes user participation and sustained interac- tion.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Engagement.Evaluates whether the response promotes user participation and sustained interac- tion

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51b5dd96-3915-4104-82bc-726c2ee096e1 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a8ea57e-be06-4dff-a635-fba630c69ac1 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ddd3429-c99a-4835-a6ff-656f65ac3604 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a5332dc-bdf6-4a63-86b9-f068472a01b8 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b627f76-63e3-4af5-b5ac-c44bd69f254a · outbound

This paper cites Empathetic.Evaluates whether the supporter ac- curately understands and responds to the user’s emotions and emotional needs.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Empathetic.Evaluates whether the supporter ac- curately understands and responds to the user’s emotions and emotional needs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dab03a1c-641e-4d8f-8705-bedb0cbc57cf · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cbaf293-92b6-47f5-89b6-b8fd328288cd · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db81732e-e7ea-4d85-b9bd-ef9fa2b5e4e4 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b9331bb-f4a2-4c58-a9ba-b6bcfac84f79 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa21b0d1-1bdc-42c8-b498-2b42bcc3b764 · outbound

This paper cites Personalization.Evaluates whether the response is grounded in the user’s specific background, in- formation, and current dialogue context.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Personalization.Evaluates whether the response is grounded in the user’s specific background, in- formation, and current dialogue context

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1506460-cfd0-47c3-ad3d-72883b10ca3d · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cefc338-a9f5-4374-a954-36022208820f · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6205968-2aec-477a-808b-ae5d9f30ad95 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 529d90ba-d3fb-44cb-ab32-2365044e622d · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5275e95a-5574-4fa4-8934-43fb697df61b · outbound

This paper cites Adaptive Strategies.Evaluates whether the sup- porter flexibly selects and adjusts communication strategies according to the user’s current state.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Adaptive Strategies.Evaluates whether the sup- porter flexibly selects and adjusts communication strategies according to the user’s current state

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e5a1a09-cd14-466d-9f8f-c243322c2257 · outbound

This paper cites I understand you.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions I understand you

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff5be71e-1d70-42ed-b665-14848fe16251 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58e00e4-0d0c-4cdc-a7ee-32299d486536 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bede2553-dcd9-4af9-9848-66a416ea7d28 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b9cfd59-cd76-4b68-a489-fb1a21c45471 · outbound

This paper cites Consistency.Evaluates whether the style, atti- tude, and logic remain consistent throughout the dialogue.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Consistency.Evaluates whether the style, atti- tude, and logic remain consistent throughout the dialogue

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0964af1f-0fe3-4446-897e-e7e8f7d79f9d · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 023468fc-a6a1-4571-a3b7-473defb7a540 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549240d8-da46-4052-8f39-54ff9a7f6eee · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c8e4e67-6b9b-4624-a406-7d48dfb13f26 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df1ec5e5-1304-43d6-b92a-7d531a07af77 · outbound

This paper cites Redundancy.Evaluates whether the expression is efficient and avoids ineffective repetition.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Redundancy.Evaluates whether the expression is efficient and avoids ineffective repetition

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d00e9619-fd41-4565-be42-daa7cfa7d8a6 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f76709a-8a3f-4a4a-adc2-e119e52d799b · outbound

This paper cites I under- stand you.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions I under- stand you

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 983d21ad-1c3c-4b7d-9d8e-48be2e8e9bef · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19b4bb5d-c5cc-4735-986d-3cb1cca26e5f · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c7b218f-9b95-4e94-bcd7-766262ba3462 · outbound

This paper cites Helpfulness.Evaluates the extent to which the supporter addresses the user’s problem or request with useful and actionable content.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Helpfulness.Evaluates the extent to which the supporter addresses the user’s problem or request with useful and actionable content

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fa40a46-a269-4f99-8449-e04c3a4fb658 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b903af33-3ed3-4c69-9dab-7765b7026aeb · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8213e331-1d7a-4a74-9137-6a7b97f6aeec · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baeddf81-0915-4be7-9425-14f445de6577 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47aae083-fded-4d37-935e-b759066fc2b7 · outbound

This paper cites Mood Improvement.Evaluates changes in the user’s emotional state during the conversation.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Mood Improvement.Evaluates changes in the user’s emotional state during the conversation

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a693dde7-a331-45f3-bfc2-bdb38990a539 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9da7a2ce-dc6c-4fdf-91d7-06cbb83f5eff · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48f3bd93-9779-40f5-91df-6755ff4be377 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d878501-b176-4f14-9821-9bdbb4cf5198 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7527389-b7b4-46b4-8c4b-b3157453cbc0 · outbound

This paper cites Safety.Evaluates whether the supporter respects the user’s boundaries and creates a safe, non- coercive conversational atmosphere.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Safety.Evaluates whether the supporter respects the user’s boundaries and creates a safe, non- coercive conversational atmosphere

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b42abb05-1adc-4087-8c12-e2799412a89b · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09956b25-bec5-4496-b4ff-2aca370fde21 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b37676ce-c849-4846-a705-93483c088482 · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b740509-6b0d-4672-8d9d-50951e29e5fa · outbound

This paper cites an unresolved cited work.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf32a732-7cfb-4122-addd-81803b14f34c · outbound

This paper cites saying more is still useless,.

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions saying more is still useless,

Reference 77

Resolution: malformed identifier; no resolver link, observed 2026-06-29T13:29:33.582976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 024f5a01-be73-4072-a933-3efbb91b0282 · inbound

Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigm cites this paper.

Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigm When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T00:18:59.117574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.