Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T23:41:51.561738Z
Paper Citation Record · LEDGER
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support
As of 11 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2412.20068.
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 2026-08-11T06:34:44.6726+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
52 of 52 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved51
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b180c122-d369-4bd4-a3a3-2c0be1a58c53 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.371565Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd4b9b75-621d-4ae3-8fc7-44fff1642e71 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.393508Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0bf1ec9f-9fb7-41b3-ac41-59195d9cec50 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.380241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2691580b-03ff-4097-8539-f237d2037e60 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.368165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6b8e66ac-1cf0-4b2b-89b9-ae635aa71093 · outbound
This paper cites Blei, Andrew Y.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Blei, Andrew Y
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.389200Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b1361c0-d6a5-4319-978f-c77aed5aa49e · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.349776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 087a34f6-e891-4117-85c3-c85630d312de · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.338447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c346bc16-6ef5-4690-bf1d-39be3c037d45 · outbound
This paper cites Cause-Aware Empathetic Response Generation via Chain-of-Thought Fine-Tuning.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Cause-Aware Empathetic Response Generation via Chain-of-Thought Fine-Tuning
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.400604Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b796b1c-2972-4032-90e4-e94644b375ce · outbound
This paper cites A Personalized Dialogue Generator with Implicit User Persona Detection.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support A Personalized Dialogue Generator with Implicit User Persona Detection
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.404624Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd317d49-15fe-42fe-aef9-1f9edea7aed2 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.326342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7b0a8724-0c2c-4022-a8e1-edbccf6df574 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.313135Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 03a06a15-944f-4c83-9f09-b870f5bd93ef · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.301049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5ad951f2-f0af-4073-8523-abfaf50a9373 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.289368Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ab4deea5-97a1-4c56-ba77-9f0a95ef0637 · outbound
This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support QLoRA: Efficient Finetuning of Quantized LLMs
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.423154Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4eb41a5a-06bf-49ee-8589-6f9b46bd49e7 · outbound
This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.427152Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1498c7dc-ed4c-4f5c-b023-f053b9fd879e · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.275351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0213071f-2c52-41a4-a4b9-1e18eded24a5 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.264229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7ffdd89f-1041-464c-a4fd-8e1da2bec5db · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.438196Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca803991-2405-486a-accd-aa24302297bb · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.246300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7ed48ffb-9649-43b6-9bfe-1c3074995bde · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.234920Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation be974729-fd44-424d-b176-51030d323d0a · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 21
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-10T23:41:51.848715Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8870c2bf-808e-40b8-ab27-c0eee72bef19 · outbound
This paper cites The Curious Case of Neural Text Degeneration.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support The Curious Case of Neural Text Degeneration
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.453495Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f62c405-b2a2-44e7-8f76-40de629fa7f9 · outbound
This paper cites Mistral 7B.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Mistral 7B
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.457538Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d87945bd-38e1-459b-9b1c-e5f584397381 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.101743Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a6692090-2a61-4d69-98ac-6b663eb36ff8 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.089906Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f4f0d33e-6200-4a17-ac4e-f6f6edf65682 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.077962Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e15bf2d8-d4f8-4e12-8381-53aecfe5581a · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.066902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 83db57b7-96c9-4c43-a77d-7aaf74be7974 · outbound
This paper cites The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.475731Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ceff71ee-d686-4dd6-a351-61be9c420e08 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.479544Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 513e9236-974e-42f1-a676-baa61b59ed8e · outbound
This paper cites DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.482981Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a529ac3c-fa3b-4a67-b4a8-ce3a53ef8d14 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.049100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 45dd9810-942d-41b0-92b3-e2f5cb20d985 · outbound
This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.490474Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c88ad00-f175-4729-b9e6-1591b1efcad6 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.039115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4f9a439d-2949-456c-9adb-01e23a034e8f · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.028846Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6a49b6b0-b1fd-46e6-9c53-f35e25038e05 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.018586Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bfbb80f2-929c-4b07-852c-0126d1d9d5a9 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:52.008421Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bf1c2563-e75f-41cd-ba9c-5572d58b81f0 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.998443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4cbc9cb2-815d-4006-b42e-19e277dd1b0d · outbound
This paper cites Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.509613Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb3222db-4279-403f-8a8e-bcb5dfc0cf26 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.989369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c7c7fac7-5e49-421b-8d30-977021045645 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.979726Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation dc1423af-0a14-46af-8a5e-3b8aa342ee00 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.969339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 253af64a-ffed-4447-9d22-44ff7aca75cf · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.957181Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 770cbc1e-58c7-4482-b114-6da32a23bd26 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.945701Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 33b418a0-d902-4f1e-b48c-443f12c6338c · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.934084Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9780f09e-5dbf-423e-8083-e3ef2bd3f479 · outbound
This paper cites Text Classification via Large Language Models.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Text Classification via Large Language Models
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.533899Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40651e4c-ce08-4cd5-a30f-8add149ab385 · outbound
This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support HuggingFace's Transformers: State-of-the-art Natural Language Processing
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.538165Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93015a44-c34b-4438-8719-e2c595185966 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.922819Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0d084459-11cf-49ad-b6a2-66114aa5ea68 · outbound
This paper cites Emotion Detection on TV Show Transcripts with Sequence-based Convolutional Neural Networks.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Emotion Detection on TV Show Transcripts with Sequence-based Convolutional Neural Networks
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.545642Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7efaa110-06a3-4e76-9377-173c65beb043 · outbound
This paper cites BERTScore: Evaluating Text Generation with BERT.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support BERTScore: Evaluating Text Generation with BERT
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.549390Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1866490d-2058-4a28-bf86-0f3994c4c9b9 · outbound
This paper cites an unresolved cited work.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T23:41:51.911140Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1bf0e29e-2b2d-46e2-aee9-0b9e20cb70f8 · outbound
This paper cites online" 'onlinestring :=.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support online" 'onlinestring :=
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.557223Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be4ccc1f-15c1-48c2-a42a-869e0fd0a507 · outbound
This paper cites write newline.
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support write newline
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:41:51.561738Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.