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Paper Citation Record · LEDGER

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis

As of 17 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2501.06101.

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

pith.paper-citation-record.v1
2501.06101 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:09:42.440850Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy9
  • unresolved4
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cdba09af-7172-4744-9bc6-c2d2d5575167 · outbound

This paper cites Directive.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis Directive

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.629355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.419573Z digest=sha256:e2c8d9268e09e329a53e6052ac8df4ecc9addb6f5ad11511764f73667d11603b

Observation a88028a2-dabb-44fb-b358-0895b0e63afb · outbound

This paper cites Immediate.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis Immediate

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.613059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.425718Z digest=sha256:438d406de4f31c393ec56cfd9c8bec81769a0a32a11e0bb81ea1b6cd157992b1

Observation 4ffdbe87-2ac3-4330-a569-eafd51cc6540 · outbound

This paper cites In Machine Learning for Health (ML4H), pages 82–100.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis In Machine Learning for Health (ML4H), pages 82–100

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.718216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.365451Z digest=sha256:ade33b44febe97ba572647593396effea521d47552b3c75605c6b2d13b98a9ba

Observation 1581d5eb-728f-4986-90d3-f96d256dd82c · outbound

This paper cites yes, <reasoning for metaphor detection>.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis yes, <reasoning for metaphor detection>

Reference 4

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T21:09:42.579223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.440850Z digest=sha256:020609be5f900d6b1fa6b6e3c77b4752b69e0b6a03259473aecfc25e9adceabe

Observation 3cbcb931-777c-4eab-9bbc-9b5464b8ae47 · outbound

This paper cites COMPASS: Computational Mapping of Patient-Therapist Alliance Strategies with Language Modeling.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis COMPASS: Computational Mapping of Patient-Therapist Alliance Strategies with Language Modeling

Reference 5

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T21:09:42.525671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.376369Z digest=sha256:d1010b3a1aa700a97cab3c58aadefa4a448644b717f04f36e07ce2d4b7d92452

Observation f7866677-290a-48ea-8496-640483978df1 · outbound

This paper cites International Journal of Social Psychiatry, 69(8):1882–1889.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis International Journal of Social Psychiatry, 69(8):1882–1889

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.663851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.399661Z digest=sha256:d6e03356eba6a3d6be7dcf56d2893cdd5ecd868cca488bbf3a9c52b664fe8797

Observation 435710f1-0412-460a-9d20-d6d2a9f3b7b6 · outbound

This paper cites medRxiv, pages 2023–08.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis medRxiv, pages 2023–08

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.646928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.405273Z digest=sha256:2f92636a4a981115d871fae701c451a0a72e9969a48d775d61b0d8362c17d7fd

Observation 3dbc1498-c00f-41e3-afe3-d482511669f9 · outbound

This paper cites ChatGPT-4 Outperforms Experts and Crowd Workers in Annotating Political Twitter Messages with Zero-Shot Learning.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis ChatGPT-4 Outperforms Experts and Crowd Workers in Annotating Political Twitter Messages with Zero-Shot Learning

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T21:09:42.412029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:09:42.412029Z digest=sha256:929d1b80a91c0fbe7303d2463940902ab9ceddf75b7bfaba4fca5d48852442b2

Observation 978fccc1-60ae-4db2-ac34-f1e1b52cc6e6 · outbound

This paper cites Open-Ended.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis Open-Ended

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.596623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.433394Z digest=sha256:99dca18667efb154f3478be3ac4769af36223a5740242469c274fb200cc1870b

Observation d15f67d8-f578-480a-94fc-445891ee769d · outbound

This paper cites Journal of Counseling & Development, 79(3):269–274.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis Journal of Counseling & Development, 79(3):269–274

Reference 2001

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.700260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.382715Z digest=sha256:d73424741cb89ffe5ca754f367c331326ac5665d53c7d22d9b173fa06a328ed1

Observation 29bf9fd7-ba3a-4a4e-be86-cc8446c2a317 · outbound

This paper cites Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction

Reference 2013

Resolution
unresolved
no resolver link, observed 2026-08-10T21:09:42.393211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:09:42.393211Z digest=sha256:9cf0775f6936b0ff1e6fa3da446a722573e6d66f74c621a303f31ca4ec9f6c15

Observation 2dd2c197-1f98-4ef7-a6c1-3c43f9012ea8 · outbound

This paper cites DeBERTa: Decoding-enhanced BERT with Disentangled Attention.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis DeBERTa: Decoding-enhanced BERT with Disentangled Attention

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-10T21:09:42.370172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:09:42.370172Z digest=sha256:4e8f30c3503287126fa3a1d2fe48d8c773a28eb1a77f2350de859c19aa08fe9e

Observation 120f52e1-2491-499c-928a-86ba969bc99f · outbound

This paper cites In Extended abstracts of the 2021 CHI conference on human factors in computing systems, pages 1–7.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis In Extended abstracts of the 2021 CHI conference on human factors in computing systems, pages 1–7

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.681186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.387587Z digest=sha256:0e713232c02ec2a1b125257ff2725826bbdcb3f2670e0c4826a24d1c71a8bc13

Observation c39b959a-2851-4591-beb7-1e9d29c35d0a · outbound

This paper cites Proceedings of the National Academy of Sciences, 120(30):e2305016120.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis Proceedings of the National Academy of Sciences, 120(30):e2305016120

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:09:42.736316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:09:42.359727Z digest=sha256:8181616049c6552fa22991023d4397630b7b61584dd5bc2ba6d9186d90dfe2c0

Observation af21b094-d72b-46dc-843d-765c5c5ab19e · outbound

This paper cites Toward Large Language Models as a Therapeutic Tool: Comparing Prompting Techniques to Improve GPT-Delivered Problem-Solving Therapy.

From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis Toward Large Language Models as a Therapeutic Tool: Comparing Prompting Techniques to Improve GPT-Delivered Problem-Solving Therapy

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-10T21:09:42.352917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:09:42.352917Z digest=sha256:11fa33a4d58b5f63d344acd258ea345f2752b22597baf5b6f5d1cfe720c07f5a

Pith citing papers

No inbound Pith citation observations are available.