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Paper Citation Record · LEDGER

Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2504.07983.

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

pith.paper-citation-record.v1
2504.07983 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:53:38.340022Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:08:53.181610Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 89e94642-2188-4d58-8a01-54f18c7b88ae · inbound

LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion cites this paper.

LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:12.533212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:51:12.533212Z digest=sha256:21271ee144c1034cee97d215241b5f60a55347805d95f3f329bac19cbc545380

Observation c717262b-80b1-4a52-83dd-5bc3d335e2da · inbound

Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks cites this paper.

Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T10:16:54.197614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:16:54.197614Z digest=sha256:9af5704c76666a2b7bf74e4355b00b68e74eccd331943f9c39a117829df7e2e3

Observation c76514c8-c261-4f70-a05b-8eac99b51bb2 · inbound

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing cites this paper.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T13:53:38.340022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:53:38.340022Z digest=sha256:52b27d084692410014c7ecef2f7fc2418567e8b00dd67499db76032e2fa935f3

Observation c7c6f525-5ba2-471f-8691-03edb69761e3 · inbound

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems cites this paper.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T23:34:56.871257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:34:56.871257Z digest=sha256:bbb09aa9bdc68fb8dddb36a055ae9d62b91b5b3f07ca258df738e83a3c2c470c

Observation 423bd2b0-92d6-4762-a4be-eb67c67cd2c8 · inbound

Research on Low-Latency Inference and Training Efficiency Optimization for Graph Neural Network and Large Language Model-Based Recommendation Systems cites this paper.

Research on Low-Latency Inference and Training Efficiency Optimization for Graph Neural Network and Large Language Model-Based Recommendation Systems Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T23:34:16.899981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:34:16.899981Z digest=sha256:97c305f0e83614a835e2f768e885574ee913344013ee0cc5b33a853eba4dd2cc

Observation 4fed4113-0c89-4e5e-994a-5344733f28a0 · inbound

Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs cites this paper.

Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:08:53.262938Z

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.

source=pdf_text observed=2026-08-06T15:08:49.941391Z digest=sha256:c8e921a42b522ad1608044cb2ae959753795bd5c3e20ef766608d843ffbe8b67