Paper Citation Record · LEDGER

On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2212.08061.

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

pith.paper-citation-record.v1
2212.08061 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T10:48:57.549233Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T11:18:03.178557Z

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 0f6c7329-3eba-4e18-942a-858f683595e7 · inbound

Jailbroken: How Does LLM Safety Training Fail? cites this paper.

Jailbroken: How Does LLM Safety Training Fail? On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-14T18:17:42.941438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 27207f02-52d0-48a9-a8ab-f5924adbd3e7 · inbound

A StrongREJECT for Empty Jailbreaks cites this paper.

A StrongREJECT for Empty Jailbreaks On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-16T21:28:02.865878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cd836bab-13e6-4251-b267-96cca97e0783 · inbound

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models cites this paper.

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 252

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T06:38:37.044186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c91b05c6-abba-4878-90f4-2e3d798c49e8 · inbound

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process cites this paper.

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T10:48:57.549233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3a1f591-53e3-44cb-ade5-9d01fc161390 · inbound

LLM-Safety Evaluations Lack Robustness cites this paper.

LLM-Safety Evaluations Lack Robustness On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:27:21.203401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9e2004aa-0391-4d40-a141-5b77f349bd62 · inbound

AI Failures in the Eyes of the Downstream Developer: A First Look at Concerns, Practices, and Challenges cites this paper.

AI Failures in the Eyes of the Downstream Developer: A First Look at Concerns, Practices, and Challenges On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-05-22T23:15:13.155666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c8f21409-a080-436b-bcdd-5cea7fb31cb1 · inbound

Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution cites this paper.

Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:34.447802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d23f732-cc91-46cf-81a5-af025008f3e6 · inbound

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects cites this paper.

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:56.412306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 722b99ef-c912-4ae4-bc96-b8616a184ed8 · inbound

The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs cites this paper.

The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 140

Resolution: unresolved; no resolver link, observed 2026-08-07T10:17:27.023426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56919333-069a-4791-854e-4b940c72f041 · inbound

Mitigating Watermark Forgery in Generative Models via Randomized Key Selection cites this paper.

Mitigating Watermark Forgery in Generative Models via Randomized Key Selection On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:27:05.391873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 98685d1b-2854-4066-a421-d52c18100a80 · inbound

When Prompts Become Payloads: A Framework for Mitigating SQL Injection Attacks in Large Language Model-Driven Applications cites this paper.

When Prompts Become Payloads: A Framework for Mitigating SQL Injection Attacks in Large Language Model-Driven Applications On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:51:25.109428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1b9586bb-2308-46fe-a1c0-464673c6a7c4 · inbound

Navigating the Sea of LLM Evaluation: Investigating Bias in Toxicity Benchmarks cites this paper.

Navigating the Sea of LLM Evaluation: Investigating Bias in Toxicity Benchmarks On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:31:23.866147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 59c1b7e4-d3b2-4b87-8a03-84d237bd293f · inbound

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination cites this paper.

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 153

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T20:57:23.837911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ec7efb20-8209-4f1f-a581-0c9ffb26c050 · inbound

On The Effectiveness-Fluency Trade-Off In LLM Conditioning: A Systematic Study cites this paper.

On The Effectiveness-Fluency Trade-Off In LLM Conditioning: A Systematic Study On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T11:18:03.179998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.