Paper Citation Record · LEDGER

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models

As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2505.17119.

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

pith.paper-citation-record.v1
2505.17119 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:41.250998Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T12:36:05.547383Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T12:40:00.367766Z

Reference resolution

25 of 25 outbound references displayed

verified exact1
verified fuzzy1
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5b00649-d256-4c10-b0b2-d937dc3afc30 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:42.247056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c3c124f9-e00d-4886-ab02-15ba0a8c678d · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:42.230211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8cb1e479-fecf-4479-aad6-98660bd4025a · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:39.404542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42213544-0065-446f-ab09-d7dd9d73a199 · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:39.567763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90df9aec-f7f8-48be-bca1-309b80ce6081 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:42.201853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fd363d70-091f-427a-b02b-6cbb2091b826 · outbound

This paper cites somewhere along your pedigree, a bitch got over the wall!.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models somewhere along your pedigree, a bitch got over the wall!

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:42.184488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3150d865-877d-4b13-add3-a2fc59a53649 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:42.166843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b9791225-aadb-4b35-baec-1dedaa9f1569 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:42.147922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 18d67aab-4935-4afa-b2dc-e5c745776e60 · outbound

This paper cites Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.277787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95cd9409-e55d-4374-8671-5ac09bf8af73 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:42.121057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cd310e4b-38ea-420d-b10d-20b66dfd1192 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:42.028231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 16758501-6b05-472b-b7c0-2b03980f46fc · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:41.919614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e724c8fa-0381-4341-a173-6b73fb52c46f · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:41.837979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9593e8d1-2fa6-4f66-b9da-841d656b6c85 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.503468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e43dc513-39d0-4ced-80fe-9d60a0b9b9f8 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.578188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca4a8568-143e-4329-af5e-4a8ba78666da · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:41.737662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 235f1412-8881-4f9f-91ad-2a96e42a1b0d · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.711559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84e8de03-a8fd-4375-8015-4c03288625e0 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:41.644794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c7b9021-3588-45c0-a029-7528facda21a · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.842685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f41c9e77-3ae6-44f0-9835-30959c7c0844 · outbound

This paper cites Beyond ChatGPT: Enhancing Software Quality Assurance Tasks with Diverse LLMs and Validation Techniques.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Beyond ChatGPT: Enhancing Software Quality Assurance Tasks with Diverse LLMs and Validation Techniques

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:15:41.409451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 56f84bc2-7637-4f99-bc9a-29d8bcebd3b8 · outbound

This paper cites Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.985188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1447709-edf8-48f8-b9db-dd48514dfb41 · outbound

This paper cites MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.059820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ccc3642-839f-4cf4-b298-503443b54ad4 · outbound

This paper cites an unresolved cited work.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:41.573326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bad1440f-e81a-4a65-a2b8-2123b0c43d7b · outbound

This paper cites online" 'onlinestring :=.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models online" 'onlinestring :=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.193116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1709ae75-663d-4c9f-a72f-ab5c92bef2d6 · outbound

This paper cites write newline.

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models write newline

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.250998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 32078c42-d801-434c-b670-9ff17d93cd28 · inbound

From Pre-trained Models to Large Language Models: A Comprehensive Survey of AI-Driven Psychological Computing cites this paper.

From Pre-trained Models to Large Language Models: A Comprehensive Survey of AI-Driven Psychological Computing Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-15T12:40:00.369485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.