Paper Citation Record · LEDGER

Towards Paradigm-General Suicide Risk Detection via Speech LLM

As of 15 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2509.22153.

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

pith.paper-citation-record.v1
2509.22153 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:47:09.460224Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:47:09.246315Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T15:47:09.699836Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy28
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation af0aef1c-6742-4744-b7f0-760a3395af96 · outbound

This paper cites an unresolved cited work.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:47:10.333603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 710cdc79-127f-47ea-a612-e72eb15ae9c8 · outbound

This paper cites Towards Paradigm-General Suicide Risk Detection via Speech LLM.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Towards Paradigm-General Suicide Risk Detection via Speech LLM

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T15:47:09.708198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a6c59907-c5c2-495f-a798-fc7f1fde97b1 · outbound

This paper cites The speaker responded to the following question:{Task Description}. Based on the provided audio, assess the suicide risk of the speaker (Yes, No).

Towards Paradigm-General Suicide Risk Detection via Speech LLM The speaker responded to the following question:{Task Description}. Based on the provided audio, assess the suicide risk of the speaker (Yes, No)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.314121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e2e8d718-9c9b-4079-9588-a8d0cc4996fc · outbound

This paper cites an unresolved cited work.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:47:10.291899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 939ba2ab-ebf6-4887-98e9-e6eea938878d · outbound

This paper cites This paper investigates unifying diverse speech tasks within a single model for cross-task suicide risk detection.

Towards Paradigm-General Suicide Risk Detection via Speech LLM This paper investigates unifying diverse speech tasks within a single model for cross-task suicide risk detection

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.272913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d414f781-b8fa-4c88-90a4-344d62ff3e34 · outbound

This paper cites Though MINI-KID is widely used and often treated as a benchmark for adolescent assessment, it is a self-report tool and cannot fully capture the multifaceted nature of suicide risk.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Though MINI-KID is widely used and often treated as a benchmark for adolescent assessment, it is a self-report tool and cannot fully capture the multifaceted nature of suicide risk

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.250713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 75812143-e4a5-4025-b2e4-7003c74e928d · outbound

This paper cites Suicide and suicide attempts in adolescents,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Suicide and suicide attempts in adolescents,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.232028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6ba636f2-de2b-460a-8064-bbb47abf3873 · outbound

This paper cites A review of depression and suicide risk as- sessment using speech analysis,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM A review of depression and suicide risk as- sessment using speech analysis,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.216581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cde78496-81de-426b-919a-c0f2c67b9dae · outbound

This paper cites Linguistic features of suicidal thoughts and behaviors: A systematic review,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Linguistic features of suicidal thoughts and behaviors: A systematic review,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.201121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 837e08b5-b789-464d-8fcb-d98a0729fa8e · outbound

This paper cites Acoustic and language analysis of speech for suicidal ideation among US veterans,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Acoustic and language analysis of speech for suicidal ideation among US veterans,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.185211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 689fe92c-1ba9-4870-897e-a174db49637e · outbound

This paper cites Spontaneous speech-based suicide risk detection using whisper and large language models,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Spontaneous speech-based suicide risk detection using whisper and large language models,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.166267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a868246c-71b2-491b-af69-7dd198446636 · outbound

This paper cites The 1st SpeechWellness Challenge: Detecting suicide risk among adolescents,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM The 1st SpeechWellness Challenge: Detecting suicide risk among adolescents,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.146095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7a220deb-9cc4-4892-bf25-a8ca81842f84 · outbound

This paper cites A machine learning-based case–control study on suicide risk identification: Integrating acoustic and linguistic features un- der stress conditions,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM A machine learning-based case–control study on suicide risk identification: Integrating acoustic and linguistic features un- der stress conditions,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.127031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9958baf4-08ac-409f-b810-cece402db1f0 · outbound

This paper cites Towards speech emotion recognition “in the wild.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Towards speech emotion recognition “in the wild

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.101439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d2a30794-b9e4-4754-9932-93c5dd38f1f3 · outbound

This paper cites Performance of machine learning algorithms for dementia assessment: Impacts of language tasks, recording media, and modalities,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Performance of machine learning algorithms for dementia assessment: Impacts of language tasks, recording media, and modalities,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.075940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 44a52a0a-874c-408f-9ebd-fab0d222fc45 · outbound

This paper cites Em- powering large language models for end-to-end speech trans- lation leveraging synthetic data,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Em- powering large language models for end-to-end speech trans- lation leveraging synthetic data,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.053564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ded9a964-1c48-4261-89f5-e98fd64d5ce8 · outbound

This paper cites SALMONN: Towards generic hearing abilities for large language models,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM SALMONN: Towards generic hearing abilities for large language models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.034520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cf90eb53-18cc-4e05-8971-f502efe76ae1 · outbound

This paper cites AudioPaLM: A Large Language Model That Can Speak and Listen.

Towards Paradigm-General Suicide Risk Detection via Speech LLM AudioPaLM: A Large Language Model That Can Speak and Listen

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T15:47:09.346519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96e11a87-7f98-4e2c-9103-e71e00f85fa5 · outbound

This paper cites Mixture of experts: A literature survey,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Mixture of experts: A literature survey,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:10.015825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e8ddc88c-a9bd-4351-bf02-f2427df4f536 · outbound

This paper cites LocMoE: A Low-Overhead MoE for Large Language Model Training.

Towards Paradigm-General Suicide Risk Detection via Speech LLM LocMoE: A Low-Overhead MoE for Large Language Model Training

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:47:09.357195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cbbf43d-9c73-40c6-8c76-fcd1c2a32c84 · outbound

This paper cites Efficient Large Scale Language Modeling with Mixtures of Experts.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Efficient Large Scale Language Modeling with Mixtures of Experts

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:47:09.363625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06c4289e-d4a9-4165-bed5-69b28eabcad9 · outbound

This paper cites MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router.

Towards Paradigm-General Suicide Risk Detection via Speech LLM MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T15:47:09.373036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc06b95-b65d-4efe-b483-1fd204258832 · outbound

This paper cites OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models.

Towards Paradigm-General Suicide Risk Detection via Speech LLM OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T15:47:09.379273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9d1e83d-dad4-488e-9f10-6e544f9976b2 · outbound

This paper cites DoRA: Weight-decomposed low-rank adapta- tion,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM DoRA: Weight-decomposed low-rank adapta- tion,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.994896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0488180a-d43a-4b53-9ade-1b8daf88a211 · outbound

This paper cites Reliability and validity of the mini international neuropsychiatric inter- view for children and adolescents (mini-kid),.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Reliability and validity of the mini international neuropsychiatric inter- view for children and adolescents (mini-kid),

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.971330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aa6fc201-b7e0-4d39-8449-55f62136be7c · outbound

This paper cites Verbal fluency: Language or executive function measure?,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Verbal fluency: Language or executive function measure?,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.951341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8d9d1bad-eddf-4db1-a5a5-5f85c75a048b · outbound

This paper cites Blowing in the wind: Using ‘North Wind and the Sun’ texts to sample phoneme in- ventories,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Blowing in the wind: Using ‘North Wind and the Sun’ texts to sample phoneme in- ventories,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.930514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fc583f43-9df6-4af5-b234-76fcb15d3be0 · outbound

This paper cites Construction and analysis of emotional corpus,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Construction and analysis of emotional corpus,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.910108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c7a8f191-fa38-4e5f-80c9-82aa7e096123 · outbound

This paper cites Study on Chinese word sentiment po- larity automatic estimation,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Study on Chinese word sentiment po- larity automatic estimation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.887185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a30bca77-4276-4404-a101-6aeb9e82bc72 · outbound

This paper cites The racially diverse affective expression (RADIATE) face stimulus set,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM The racially diverse affective expression (RADIATE) face stimulus set,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.869488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 565d176e-61a4-4886-867a-7b90ecf8b19c · outbound

This paper cites Divergent thinking as an indicator of creative potential,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Divergent thinking as an indicator of creative potential,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.846316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 57b87841-0b7e-4ca1-90e7-b8092c1e90e0 · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM LoRA: Low-rank adaptation of large language models,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.815888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4d246292-d7ea-43af-8554-5a632c0aeba7 · outbound

This paper cites On calibration of modern neural networks,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM On calibration of modern neural networks,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.792815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ea9d14d9-359d-4256-a200-fda9757b12a4 · outbound

This paper cites Qwen2.5-Omni Technical Report.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Qwen2.5-Omni Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T15:47:09.443146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aecd5b6d-af8d-429f-b926-5b4536a5a568 · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Robust speech recognition via large-scale weak supervision,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.769467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f4e12714-36fe-4655-af96-1574f68d14ec · outbound

This paper cites Obtaining well calibrated probabilities using bayesian binning,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Obtaining well calibrated probabilities using bayesian binning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.750038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b7f4f704-b7e3-4f39-844d-add71b99b2d8 · outbound

This paper cites Improved estimation, evaluation and applications of confidence measures for speech recognition.,.

Towards Paradigm-General Suicide Risk Detection via Speech LLM Improved estimation, evaluation and applications of confidence measures for speech recognition.,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:47:09.729905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation 710cdc79-127f-47ea-a612-e72eb15ae9c8 · inbound