Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:35:20.184419Z
Paper Citation Record · LEDGER
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health
As of 13 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2412.12981.
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 2026-08-13T06:32:02.005865+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
80 of 80 outbound references displayed
- verified exact14
- verified fuzzy2
- unresolved64
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3d2741f2-99ac-4727-be0c-10f4eea80689 · outbound
This paper cites URL: " 'urlintro :=.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health URL: " 'urlintro :=
Reference 1
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28bf1f6c-c2d4-4421-883a-067ebb8c2abc · outbound
This paper cites write newline.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health write newline
Reference 2
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f6c350d-64b6-4194-b2f8-2b1e8592732c · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 3
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7f6e4a09-9c37-424d-b825-c709ea73ea3b · outbound
This paper cites The Falcon Series of Open Language Models.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health The Falcon Series of Open Language Models
Reference 4
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cdb297e-57bd-4e7a-a2e1-3ae59a52d80f · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 5
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.749079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6e174a1b-8d9c-4696-87a6-ec16f054e2b5 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 6
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0bfe5c8b-f626-4046-a23b-fe1246068695 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 7
- Resolution
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- no resolver link, observed 2026-08-11T13:35:19.685947Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 234edb6f-48c4-448a-9438-69ad2a7767a5 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.691644Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a75695e-f299-4514-9a23-56035b590921 · outbound
This paper cites Moyers, Steve Sussman, Caitlin Smith, Louise A.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Moyers, Steve Sussman, Caitlin Smith, Louise A
Reference 9
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.711170Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c6e786bc-dd58-46c9-8ba2-c56b115876e2 · outbound
This paper cites Bender, Timnit Gebru, Angelina McMillan-Major, and Shmargaret Shmitchell.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Bender, Timnit Gebru, Angelina McMillan-Major, and Shmargaret Shmitchell
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.706704Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a3eb1c5-1a98-46d5-b457-258776cf4f12 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.771634Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e68a7a2e-3e58-4c02-9bfc-c7d0fab403cc · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.750704Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 77bd0a98-1fa2-476b-b9ea-41be58a759f1 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.730447Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f75f4ec9-898f-4b91-a14a-785c24a4565c · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 14
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.687368Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a8acffef-def4-435c-85ee-be7a3c0a4b0f · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.744688Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d637e389-184a-45d1-a97f-aa7e6d7091d0 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.717097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 102279a6-022e-4d6d-a268-d91ac027e766 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.755399Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9c36f4b-bf7d-4a57-8589-fcd0d85a23af · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.695942Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 19081493-98bc-43b8-aedc-e09f6a7a8921 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.765829Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4062ebb-864c-49f7-ac07-1b47ac68d0c5 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.771387Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bab803f1-ad6f-4875-896b-57b69bf407d5 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.656626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation fe1a5f2e-ff99-49a4-9afa-a946f45f4280 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.781810Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9281ca5a-b0d0-4a1a-8e19-e462286831d4 · outbound
This paper cites A Survey on In-context Learning.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health A Survey on In-context Learning
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.787971Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70fe90d8-5608-4422-b920-72bfac353bb7 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.635815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f82d77ba-9ebd-4f6f-a458-fcef9074e9bd · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 25
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.624727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ea0ded00-8576-4bbf-ac5f-abe129765e82 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 26
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.602975Z
Source-reported events for the cited work
correction dated 2023-07-20. Source: crossref record 10.1007/s00146-023-01722-0->10.1007/s00146-022-01455-6:correction, observed 2026-07-11T02:57:21.701899+00:00. This notice travels one citation hop only.
Observation b189253e-2428-4161-9402-d7467d2d6bf2 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.614660Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3d7c853b-07bf-4660-93a8-324986cfe401 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.590008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0c0b4d0e-0e69-450f-bf02-c64c9903caa4 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.568387Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8611a803-be16-42d2-a504-f633a27c529d · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 30
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.583709Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 82e05206-c3a7-4aff-bc73-69cad689d36c · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.546113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 66c2de63-7268-49db-8874-66e7dcabd924 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.520568Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ac5883d3-1740-43e6-8626-a4fc4ce0a828 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 33
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d112d1fc-dda3-4f38-98de-36463a9f14a4 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 34
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75876fc1-75e3-451a-b68d-dc3923eba162 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 35
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b07bcc5-d839-4589-acf4-7b10e96837f7 · outbound
This paper cites ALBERT: A Lite BERT for Self-supervised Learning of Language Representations.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health ALBERT: A Lite BERT for Self-supervised Learning of Language Representations
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.863831Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f26bf44f-d6c0-4e1d-82f5-040a8e7dcccb · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.870944Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee52292f-95cf-4bbe-9ee2-b5ff5de357ab · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.877268Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a08064c4-4f1b-4959-bfeb-eb3589c0133e · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 39
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d2250842-2509-4315-9278-bf63e2343c3c · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 40
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96d0cbc9-c5ff-460e-ab1e-c24aff5496a7 · outbound
This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.897459Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 438ee9f3-fbf9-4f82-951b-8a043a1efe44 · outbound
This paper cites Burke, Robert Butters, Derrik Tollefson, Christopher Butler, and Stephen Rollnick.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Burke, Robert Butters, Derrik Tollefson, Christopher Butler, and Stephen Rollnick
Reference 42
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.470938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3a65db66-3b73-4909-9d17-3f5312ae78bc · outbound
This paper cites Martins and Daniel W.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Martins and Daniel W
Reference 43
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.446401Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b05512a3-3c62-4915-b00e-75967c29f744 · outbound
This paper cites Manual for the motivational interviewing skill code (misc).
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Manual for the motivational interviewing skill code (misc)
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T13:35:22.500032Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 30d081d6-fce8-460a-a4a6-5d2706ce6050 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.921608Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c283f5da-baa9-40fe-a438-8b01b049c1c6 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.927988Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c823c29-00e9-4c2d-b7ee-3129b23be383 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.933644Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 953e4b0a-337c-471a-88a9-edc8756bb027 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.453313Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6fb1e8c4-a875-479a-aa65-c88394e9d6f8 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.418644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation fba712ff-971e-4d27-9abb-31e3de3b67ba · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.951981Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9baa2d1-c073-4499-82b5-e4586cc8a119 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.397394Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 049fa4b0-9c4f-4173-91ca-bbe7d67538e4 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 52
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.407885Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 2aa7c4fe-8ebd-4428-94dc-625892a1ec6e · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.377358Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3c7b272c-51d8-48fe-8537-654f5210e681 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.978559Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a809d3a2-1f9e-488f-8d26-dec4ad01271b · outbound
This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.988355Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d08433d1-1402-4915-b4b7-edac78348705 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:19.994771Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3865bbb-c057-47c5-bce5-312ad1aa5c19 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 57
- Resolution
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- no resolver link, observed 2026-08-11T13:35:20.000790Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e36a717-4499-4f2e-a275-61bc4fad6298 · outbound
This paper cites Vasudevan.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Vasudevan
Reference 58
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.373743Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7d8c7e5b-b171-4d57-b3e9-4021e4a9d50d · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:20.017373Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe17dc6e-5919-4fd9-b847-51bcc1184420 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.357009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a6c41b9a-0209-4a2a-8bf6-37c0f98c1346 · outbound
This paper cites Hills, and Yoed N.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Hills, and Yoed N
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:20.031851Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aadbd5ba-1bac-4e72-9700-5d11798527d9 · outbound
This paper cites Smith, and Tao Yu.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Smith, and Tao Yu
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T13:35:22.338642Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation febdf7bb-e5f8-4d77-8231-d06839992965 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.319926Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 83848c63-756c-4a7f-911e-84c9922d1bc9 · outbound
This paper cites Does Synthetic Data Generation of LLMs Help Clinical Text Mining?.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Does Synthetic Data Generation of LLMs Help Clinical Text Mining?
Reference 64
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a58ea3a-e73f-4fac-83e0-ed5a1871fd27 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 65
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.297191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation efc6bb68-66c4-4558-ae29-01392df77c7c · outbound
This paper cites LLaMA: Open and Efficient Foundation Language Models.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health LLaMA: Open and Efficient Foundation Language Models
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:20.090468Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d2f1915-a1c6-4bf2-af3a-13846b64f9d6 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 67
- Resolution
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- no resolver link, observed 2026-08-11T13:35:20.099114Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8df74c46-f918-4289-87f9-bbab8dd3f086 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.301267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 39a2b28a-53fd-4cdf-918b-c641c2299d37 · outbound
This paper cites kelly is a warm person, joseph is a role model.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health kelly is a warm person, joseph is a role model
Reference 69
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03c1b216-93aa-4920-be32-1a043d152111 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.279941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9e68d460-9b8b-4853-b7d2-2a3d4cc0ce6e · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 71
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 584c9379-277e-4bb3-ac57-2d3adcf8c930 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 72
- Resolution
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- no resolver link, observed 2026-08-11T13:35:20.131386Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 606a4f18-1de8-4984-95d6-282250c68250 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 73
- Resolution
- verified exact
- doi, observed 2026-08-11T13:35:20.237519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c131d338-e128-48c2-bdce-53679a61b64b · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 74
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:20.144048Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a97ae1e9-ea18-43b4-97de-27559e1d7ec9 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 75
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:20.151310Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 267008e6-815a-4fb3-b75d-4b22f3f528bd · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.246997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ff751d3d-a917-4eda-a58a-177d274107af · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.225421Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5a48595a-120c-474e-995c-68b3f0773153 · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:35:20.171584Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d95e56e-4ef8-42de-ae15-fa8596fcddab · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.186985Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3ff99d0f-a484-4874-838c-bf297cb9de4e · outbound
This paper cites an unresolved cited work.
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:35:22.164843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Pith citing papers
No inbound Pith citation observations are available.