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Paper Citation Record · LEDGER

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

As of 12 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 2026-08-12T06:34:41.77262+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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.419573Z digest=sha256:da253b71a433174040b231c4677fbbb2d4ee243e654e33e88f03eb4bd04dc0e2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.425718Z digest=sha256:898fbad516e4964ff89e4cf622c5703b7d8986b77e9208bc10d134fe732b327a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.365451Z digest=sha256:05259b8f2dc4c63297f289f98352947300a7e94d967fd0e2b3dc27157f570206

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.440850Z digest=sha256:5278f262f53659aec63a972cb5003c07bc1d4a37f3b677d65b35216982c2d006

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.376369Z digest=sha256:9519eef36c6ca16a7fcea07fb7e98f7f8bbc544a2198a62aa9fea407a97d3b3d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.399661Z digest=sha256:5646054167465b584ca451464da7cdcfeebbcb5ab0c52598adfcce1c5003967a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.405273Z digest=sha256:5cabecff0778794574481551e6f37e1e29544a69a5f7a0ec611531109de92612

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:d293163cf062ad20a554fed832d0f3714f8b58eae8017b2803c5c15b92940e32

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.433394Z digest=sha256:1f2da9bb6404afc5d01a84af68c41e8993f12c7c7b4a21f4a45ac9121ee5fa14

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.382715Z digest=sha256:558532fce5ddd7bbbcd7a46b782f1dbbe7b556116068bb9fc015b3a33ff31545

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=sha256:7f35a27c3ac96907d7e40dc8ff64a36aa1cc1f28609bd93b55fcdd3fd3645fd4

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=sha256:785543df0c1b3ea7fe17afe6d769349e41de86ec4d21c3690d9fa3b72f908556

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.387587Z digest=sha256:5a044f46303e06233cd04f61d00b50839299ea37713fa968b712cfb5e2c47a5b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:09:42.359727Z digest=sha256:13fca2708e8e5e7cfa2ffd48c2dbc3682b87c5b8e47b6a162e2dd35c1310ef68

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:faf3f2ac113f80958eaf1f8c7a3aaa5e0b0e425694cb7b6069935dae1da85345

Pith citing papers

No inbound Pith citation observations are available.