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Paper Citation Record · LEDGER

ChatGPT Reads Your Tone and Responds Accordingly -- Until It Does Not -- Emotional Framing Induces Bias in LLM Outputs

As of 9 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 1 inbound Pith citation observation for arXiv:2507.21083.

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

pith.paper-citation-record.v1
2507.21083 v1

Coverage vector

measured 4 of 4 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:25:34.380130Z

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T08:34:58.879346Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T08:44:27.917897Z

Reference resolution

4 of 4 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 55596a29-8a06-4fb3-92bb-2ccd3519f50a · outbound

This paper cites Large Language Models Understand and Can be Enhanced by Emotional Stimuli.

ChatGPT Reads Your Tone and Responds Accordingly -- Until It Does Not -- Emotional Framing Induces Bias in LLM Outputs Large Language Models Understand and Can be Enhanced by Emotional Stimuli

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T00:25:34.191970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:25:34.191970Z digest=sha256:0c59c65c647c858ac6b30f0204d9d9720235d735eab840668bcd3aa60b3d61df

Observation 530d0e64-abb9-4a05-b988-20f3f64bb6cb · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

ChatGPT Reads Your Tone and Responds Accordingly -- Until It Does Not -- Emotional Framing Induces Bias in LLM Outputs Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T00:25:34.233518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:25:34.233518Z digest=sha256:da6ecb22b36e155b216a82589c47867da90ce1ff5ad7259e6506ae2a35a56954

Observation 381236b8-24db-4801-9016-8390bf8a4789 · outbound

This paper cites Discovering Language Model Behaviors with Model-Written Evaluations.

ChatGPT Reads Your Tone and Responds Accordingly -- Until It Does Not -- Emotional Framing Induces Bias in LLM Outputs Discovering Language Model Behaviors with Model-Written Evaluations

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T00:25:34.319933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:25:34.319933Z digest=sha256:2597d22e0f67f899d550f033e4acce1b8aa68a34e3b37e4324b7ced2ead88547

Observation f2132779-8e79-4a87-9a8d-67e9c61d4cd1 · outbound

This paper cites Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection.

ChatGPT Reads Your Tone and Responds Accordingly -- Until It Does Not -- Emotional Framing Induces Bias in LLM Outputs Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T00:25:34.380130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:25:34.380130Z digest=sha256:09c0f1ca410037f99acf30e17cea54bced7b331eaa90c74c99217ec5e3716996

Pith citing papers

Observation ceda59d4-3081-401a-b3d1-d9d5faa6367e · inbound

Defeat Devices in AI Systems cites this paper.

Defeat Devices in AI Systems ChatGPT Reads Your Tone and Responds Accordingly -- Until It Does Not -- Emotional Framing Induces Bias in LLM Outputs

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-06-30T08:44:27.919339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-30T08:34:58.879346Z digest=sha256:4d86e9ca75da4a1df08dd0445f13aa7efaa60c92ce10825437affb9654d428d2