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Paper Citation Record · LEDGER

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying

As of 17 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 1 inbound Pith citation observation for arXiv:2412.15177.

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

pith.paper-citation-record.v1
2412.15177 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:37:23.570040Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-14T19:59:13.378797Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T19:59:25.716465Z

Reference resolution

72 of 72 outbound references displayed

  • verified exact1
  • verified fuzzy24
  • unresolved47
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b08ef645-289f-4b84-8223-46cf6a2b8846 · outbound

This paper cites The surprising effectiveness of test-time training for abstract reasoning, 2024.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying The surprising effectiveness of test-time training for abstract reasoning, 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:25.212235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 3309e9cd-0357-4790-a785-75d2cf6ca2b4 · outbound

This paper cites Claude 3.5 Sonnet.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Claude 3.5 Sonnet

Reference 2

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.183273Z digest=sha256:12a21369e6f5d4d7a5b96baff0b3b8cde8be0e782edce9be252d4d5b3375b43e

Observation 3da882ae-db61-4f6b-abed-a538b9e23d33 · outbound

This paper cites Handbook of formal argumentation.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Handbook of formal argumentation

Reference 3

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raw_fallback, observed 2026-08-11T11:37:25.168126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.189726Z digest=sha256:f0c3b3cf65be98c73a28c9e2c044afb0e8756be1ae3f1c32a8e1e47710eb743f

Observation 34f404d5-4987-4271-8e8a-b59ffdefe888 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.195588Z digest=sha256:d49b34ee99b67e26d9f703590bf85f29ed8f04f7bf2ca7deb072542f14ffdadd

Observation 81913cf2-f344-4e49-ad71-3e1ee128519b · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.200977Z digest=sha256:806f114a370abd6d6e5ad76f969c624c482cf862fb89dc4bf39412921730daf5

Observation 4d30286b-3a26-45c4-b2d2-1dc40b678fc4 · outbound

This paper cites Computational argumentation-based chatbots: a survey.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Computational argumentation-based chatbots: a survey

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:25.117957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.207605Z digest=sha256:0cc50128c940bf8f49445824bac00edd243e22ad5294f5830b30a9a606e1ce4a

Observation 3d71f147-8d40-4869-996a-6e90c3a505f1 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.213616Z digest=sha256:a07d2ed8db601c604e7f1e0e1c7ee99cd332bd57c20fdd870409f7840d7b44eb

Observation e238ba12-eb8e-4fcb-8682-9624ebbbbea2 · outbound

This paper cites Can formal argumentative reasoning enhance LLMs performances?.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Can formal argumentative reasoning enhance LLMs performances?

Reference 8

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local_arxiv, observed 2026-08-11T11:37:24.241472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.218628Z digest=sha256:3155dc7e3c0aa06588cc0035c67c5129b317a449f6dded40cbc95663f4efd965

Observation a62f167a-2fb6-404f-ae5c-40fabbeb4c46 · outbound

This paper cites A Survey on Evaluation of Large Language Models.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying A Survey on Evaluation of Large Language Models

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.224096Z digest=sha256:335df3e300a98d30fae0b8dd71713c68bd82054e387650594b33a6c9aab454ea

Observation 213e5317-9668-49dc-950a-22bf292aa3bf · outbound

This paper cites A simple and provable scaling law for the test-time compute of large language models.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying A simple and provable scaling law for the test-time compute of large language models

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.230451Z digest=sha256:1a6caf5bef061bc04b4371c020fed8c5daadf6a2a35f3cb9b042d50a66ac453e

Observation dbd509c6-5aab-426b-8659-09899298678d · outbound

This paper cites Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference

Reference 11

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source=pdf_text observed=2026-08-11T11:37:23.236756Z digest=sha256:4293bf8e163d8a1e18fb4a4ed272c24609e7ad3b8a2730c7cbaada68275fa1e7

Observation cdccc71c-1853-4fc2-81be-db06de5e131a · outbound

This paper cites Arc prize 2024.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Arc prize 2024

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:25.064156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.242691Z digest=sha256:965c550215d5958cbe8c5341a126604bd45a311ca29fcd5dafa91802c96dcd61

Observation 9eb70152-91ff-4219-8bdb-dff8bcf9cea1 · outbound

This paper cites On the measure of intelligence, 2019.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying On the measure of intelligence, 2019

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:25.040695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.248030Z digest=sha256:acf0285a045954bfd4c04edcd9a90e1565f74f9e753cd92e400ed09ee0a5afd5

Observation 308e9ea8-ec23-42b8-b01f-9830d604cbf7 · outbound

This paper cites LM vs LM: Detecting Factual Errors via Cross Examination.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying LM vs LM: Detecting Factual Errors via Cross Examination

Reference 14

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source=pdf_text observed=2026-08-11T11:37:23.252959Z digest=sha256:997aa85308a9da89c143374215b33df0270c966bfdc88a787766edddd9c430bd

Observation 77d0779b-c7cf-4aa4-aca3-df2f6822d4ee · outbound

This paper cites On the acceptability of arguments and its fundamental role in nonmonotonic reasoning, logic programming and n-person games.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying On the acceptability of arguments and its fundamental role in nonmonotonic reasoning, logic programming and n-person games

Reference 15

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source=pdf_text observed=2026-08-11T11:37:23.258817Z digest=sha256:05df3b705d0d7c70d3ce1924828f4833bb75e4f23c921b86f337e1e68fe079ce

Observation f6d618e2-6aad-4422-b592-6bed30b1e78b · outbound

This paper cites Argumentative Large Language Models for Explainable and Contestable Claim Verification.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Argumentative Large Language Models for Explainable and Contestable Claim Verification

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.263762Z digest=sha256:cfd47dfd45e4969b050a1250b1c4cab70e8b688b6e83354eca9384fee1ac7015

Observation babe8008-0903-458a-917f-01529454310c · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 17

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no resolver link, observed 2026-08-11T11:37:23.268938Z

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source=pdf_text observed=2026-08-11T11:37:23.268938Z digest=sha256:385b87072c21189ffc92660f8ca838a2d8c37b638046ea5e0458e6e18fdadbf9

Observation 139fdc45-da46-487d-ac07-af1711312f26 · outbound

This paper cites Harnessing toul- min’s theory for zero-shot argument explication.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Harnessing toul- min’s theory for zero-shot argument explication

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.992509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation dfb390f6-15bb-4df0-9778-603ed34be7b2 · outbound

This paper cites FOLIO: Natural Language Reasoning with First-Order Logic.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying FOLIO: Natural Language Reasoning with First-Order Logic

Reference 19

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no resolver link, observed 2026-08-11T11:37:23.279767Z

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source=pdf_text observed=2026-08-11T11:37:23.279767Z digest=sha256:1acb1cadf7225d1929eb95f315d5cdf84b1c4334d83038698f6b473fd56a02c5

Observation 6ed066dd-76b6-4d1a-bcb8-5a4e79812f49 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Measuring Massive Multitask Language Understanding

Reference 20

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source=pdf_text observed=2026-08-11T11:37:23.285487Z digest=sha256:a2180a3784a616b90c74e49ea6695dbff3e970ab7021fa6cf4a3db28c1c0ba72

Observation b8e6da9e-0270-42b8-be4a-05410a832542 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Measuring Mathematical Problem Solving With the MATH Dataset

Reference 21

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no resolver link, observed 2026-08-11T11:37:23.291078Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.291078Z digest=sha256:15590898fbfe93d38076d827782c099c0e7ab93ceac0956088ed19801efead3c

Observation 97f1c14a-94e2-48e7-8c0b-b3ce176d071e · outbound

This paper cites OpenAI and others seek new path to smarter AI as current methods hit limitations.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying OpenAI and others seek new path to smarter AI as current methods hit limitations

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.966813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.297313Z digest=sha256:ed80d0064ba65676040c4840e64f1fa3e80b9a5faa58290ca4e7a8b22a40eeba

Observation ac167ec7-0e09-4498-8e8d-1b714c626a7b · outbound

This paper cites Thinking, fast and slow.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Thinking, fast and slow

Reference 23

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source=pdf_text observed=2026-08-11T11:37:23.303003Z digest=sha256:f319c5c4e8e3626f42be64047f43b907aaf6526b7cac83e40a4958deb275fd2c

Observation 0a5f23dd-81b4-4872-ac37-775c3b3e2eb0 · outbound

This paper cites How far is video generation from world model: A physical law perspective, 2024.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying How far is video generation from world model: A physical law perspective, 2024

Reference 24

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source=pdf_text observed=2026-08-11T11:37:23.308190Z digest=sha256:887e598ba9879af8a87ee5058e65c8d3fb9cad702fff01ebac37bb8190ec145f

Observation 82024b49-2f83-4fd3-96a4-e6c5cd2a596e · outbound

This paper cites Large language models are zero-shot reasoners.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Large language models are zero-shot reasoners

Reference 25

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source=pdf_text observed=2026-08-11T11:37:23.313043Z digest=sha256:698295ae801ea28ba96b847a26d5ac9abbac15c3d2d3825cfe19c8f912fe552d

Observation 91f0520f-e27e-4669-8c35-f85a19a23b4a · outbound

This paper cites Jamba: A Hybrid Transformer-Mamba Language Model.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Jamba: A Hybrid Transformer-Mamba Language Model

Reference 26

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source=pdf_text observed=2026-08-11T11:37:23.318167Z digest=sha256:506ae7c1274359091d094ea1864c1540adfd12d6b982ecc68879197cdf48b7d2

Observation da9668bf-10b5-4ba8-9b9c-084a4204b3c4 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation a23e31cb-71f4-48a9-9aa7-2f767693a97f · outbound

This paper cites Lin and Y.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Lin and Y

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.328647Z digest=sha256:1fd8e117de5dd97f8ef7911b1fa1ac34752ace74b13cb1d3c32e162d9612eb49

Observation 6f37ed41-1981-462d-8b3c-748c6fdddbca · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 29

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unresolved
raw_fallback, observed 2026-08-11T11:37:24.856554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.333808Z digest=sha256:e406d2403cd98ffca5d8de9562cb46d36ddeafff288c33ae45393e364ee0ff8d

Observation 5498219b-2a18-4491-b4e8-6b0986093e77 · outbound

This paper cites Why do humans reason? Arguments for an argumentative theory.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Why do humans reason? Arguments for an argumentative theory

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.838894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.338508Z digest=sha256:d93eb6f7722805371193c642ddac3ce31e2e63a19da967d7fb793845389b8077

Observation 32fe3a89-b9b6-4ded-8d8d-381ddd1c88ee · outbound

This paper cites OpenAI, Google and Anthropic are struggling to build more advanced AI.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying OpenAI, Google and Anthropic are struggling to build more advanced AI

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.819457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.343672Z digest=sha256:7d018983152f808bb5096b4daa8be9b40a4303a715a00f650488d6688e8e00a5

Observation e131c432-a2c3-4d1d-9de7-fb2d83e4de24 · outbound

This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 32

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no resolver link, observed 2026-08-11T11:37:23.354552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.354552Z digest=sha256:5f3c594e467efa1d9de44a6996176ff57a0730ea3f213486dcc8b4c8c5bef465

Observation abd9e728-58a3-4d52-a428-11260a6c8fff · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 33

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unresolved
raw_fallback, observed 2026-08-11T11:37:24.780655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.360060Z digest=sha256:8847d6845af56e05670aebdc79634ff84c6f35da2c059644d54de6a366132c4a

Observation 7ba9f03e-0623-458f-abc0-0d780d141416 · outbound

This paper cites Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics

Reference 34

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source=pdf_text observed=2026-08-11T11:37:23.365115Z digest=sha256:163892b44fef88d3b22aee17148bd1d95aa92e67eaa6ceff9e63768f5c0706cf

Observation 8682a198-9aae-4d84-aada-c01b3919c9ee · outbound

This paper cites Introducing ChatGPT.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Introducing ChatGPT

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.763678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.370737Z digest=sha256:1177c843627835e788ed7b285d89fd3b56185a30814e6c3cf261e36781aac732

Observation 98851940-a988-43f9-92e0-7cc9fb15ad04 · outbound

This paper cites GPT-4o System Card.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying GPT-4o System Card

Reference 36

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no resolver link, observed 2026-08-11T11:37:23.376621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.376621Z digest=sha256:ef8a5a54f60f3e1b9f7683eb70d2cbb002bc10d5a6a7a18c6b9824b523ffd86f

Observation 40397c6e-8f7c-4a0a-81db-90bf3464388c · outbound

This paper cites Learning to reason with LLMs.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Learning to reason with LLMs

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.746801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.383122Z digest=sha256:896e06bf3b19db2362fae7a56e9000d149524e23e41b8faa02a2102acdc7631c

Observation e08f55f2-36b2-4487-b471-ebc9c72fe2ff · outbound

This paper cites OpenAI Shifts Strategy as Rate of ‘GPT’ AI Improvements Slows.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying OpenAI Shifts Strategy as Rate of ‘GPT’ AI Improvements Slows

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.727868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.389118Z digest=sha256:df2dc1c9d91f0abc51ffca51a75fd2fd054bce04de0d424eeeb57e3674238693

Observation 63824d7f-e7bb-4646-bcf4-f7ad68bd0d57 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.707641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.394733Z digest=sha256:5ebfe13e85ca9f64c74de999e4528884f62e773159f6ff78d79e140cc16954dd

Observation 109cdf31-7d16-4fa7-b804-f9086c0c4749 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.687202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.400757Z digest=sha256:abd3ee35218323c2937265d7facf91934342ee2ae50ecc3930f6d0cf3b2ce855

Observation 6419d897-4b79-4e76-b109-bf26eca4b24c · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.406018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.406018Z digest=sha256:a033b7da513cc799a01b945868c3a995bd588cf88cf1e6b6b8e7c120ef9c54fa

Observation 27034006-1d57-4a3c-b597-6625532b93d7 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.666923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.411816Z digest=sha256:9ed28cabb7487fb4b4fcd8513dc2fa666f67564685a2bdf8f731c8df04a71986

Observation 1b405270-61f8-4a57-b1d7-001b9d9d4f3e · outbound

This paper cites A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.416896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.416896Z digest=sha256:ef25a5202f64a93d2be82a742d05c69e5ff28a400b4e41f9a671d7d0500b0c65

Observation dc1c25cb-0798-46a4-8a53-1dff6ac53f09 · outbound

This paper cites Aristotle’s Logic.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Aristotle’s Logic

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.646436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.422002Z digest=sha256:c7bd15eea05c56fde5c55d8c67f203a4279e6b18284c67fc0939ecaaf875ab45

Observation 260b3542-670e-40d5-8967-3f34f54ce9aa · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.426998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.426998Z digest=sha256:bfe4bd2c4f8903d25e7f1c33e0ac4a879ee2478a2d30487d3d5a764cec770e3f

Observation 93cf31ba-ad39-4cf3-9fa9-ab2477be8178 · outbound

This paper cites Functional Benchmarks for Robust Evaluation of Reasoning Performance, and the Reasoning Gap.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Functional Benchmarks for Robust Evaluation of Reasoning Performance, and the Reasoning Gap

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.432177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.432177Z digest=sha256:d6ff2706c4246ea1c60d6a5cb31afa3850393c41c1597ce260838a2e6a3bb5ec

Observation e92359ad-a340-49ab-85d3-99b5a7882fcc · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.437515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.437515Z digest=sha256:46dc51e79cd648e6fb41c2ca69fcf48c5f93c9eb646f240302880df840f89220

Observation 8c297a7f-7bac-4138-8238-ab53639fe280 · outbound

This paper cites JudgeBench: A Benchmark for Evaluating LLM-based Judges.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying JudgeBench: A Benchmark for Evaluating LLM-based Judges

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.443875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.443875Z digest=sha256:35c69157440cef90cd69f64f011777393028b52077d94469ba1f5593625aa3b5

Observation 4a0188c8-08cd-441b-9de8-a914cc9ef4af · outbound

This paper cites DeepSeek-R1-Lite-Preview.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying DeepSeek-R1-Lite-Preview

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.625640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.449348Z digest=sha256:01a518f5e96c945eb2c36f9f197a0aabf968d48bb966f4ea557642ae40d709d5

Observation ea0bb719-5576-4792-a1b5-644998ef5b34 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.455281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.455281Z digest=sha256:3aec11261af0a7b17e78d9340d4f7088fb3fec9f28c88c9b53e12aae269ea69f

Observation 23adc462-2fbf-46f6-93a7-0fdfc69b1b96 · outbound

This paper cites QwQ: Reflect deeply on the boundaries of the unknown, November 2024.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying QwQ: Reflect deeply on the boundaries of the unknown, November 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.605053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.460650Z digest=sha256:b6602b1237f7a5a070cbb264df581bf4c90561790122e26ee24cefc48cb59043

Observation a4c2d7fc-4f67-47f4-8c0f-24546d1047ce · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.585633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.466095Z digest=sha256:9fa147ebfd652eb9d5cc8278bc60c4e3a37b4e227abc23f4c78b9fd0abe6faee

Observation d4f9d6ba-1087-4834-9278-1a2e22eaa884 · outbound

This paper cites Attention is all you need.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Attention is all you need

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.471587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.471587Z digest=sha256:e08eaf21abbe2a0b426209405e70853d168d194fda9dfa1169a23644dedb5fc8

Observation 9992c085-afd9-4ac6-98ac-fa227c0ce4d4 · outbound

This paper cites Evaluating arguments based on toulmin’s scheme.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Evaluating arguments based on toulmin’s scheme

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.554922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.476783Z digest=sha256:0ad3aaac3814768c4d7d69593388bd3f3d80d28c229a8ae801d6c33476a85937

Observation 514c3d75-872c-435e-95c6-76685b1b6c09 · outbound

This paper cites Reed, and F.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Reed, and F

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.530962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.483236Z digest=sha256:ce16fa8d068dae733e37bf25e298f0419ebc7f6e9a177a3ec0ef2e42f184e1f1

Observation ff32e236-f209-4a10-aae0-40fba81d0009 · outbound

This paper cites Argumentation schemes for presumptive reasoning.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Argumentation schemes for presumptive reasoning

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.510477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.488213Z digest=sha256:9b3ff0410831bc32eaf24123d956e22b81d32c144b58761cbe7544cb69f4c0a3

Observation 97fafceb-0a42-439b-80ab-c550fac62081 · outbound

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

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.493337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.493337Z digest=sha256:e76eca1ee2c96f6fec4fea55184b03bb1a161142152f47ccc61ff32cb71d4bc6

Observation 7999a285-76e2-40eb-86af-2b217ab792c8 · outbound

This paper cites Chain-of-thought prompting elic- its reasoning in large language models.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Chain-of-thought prompting elic- its reasoning in large language models

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.490112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.499642Z digest=sha256:9d8faf1337759b02a1428d715c1419df4deaf18006f7ac0a92e4e278025bb951

Observation d51f9f0b-9d16-4ea1-b363-874993aff575 · outbound

This paper cites LiveBench: A Challenging, Contamination-Limited LLM Benchmark.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying LiveBench: A Challenging, Contamination-Limited LLM Benchmark

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.504555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.504555Z digest=sha256:cd9ae603261f32b2c6060b0b2e41ba21a43ec83f310bfa9f2225267b5213f3a7

Observation c5b677c2-a98c-4230-8e5b-7383d98fe7b3 · outbound

This paper cites Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.509928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.509928Z digest=sha256:1c079c2a998b5ae7d682ac74bbe33742698bbc0e6ef431cc82a00eb2d3f71164

Observation 95bd4892-e638-4624-9daa-6978745615e8 · outbound

This paper cites Schemes, critical questions, and complete argument evaluation.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Schemes, critical questions, and complete argument evaluation

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.469692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.515238Z digest=sha256:768eb8ec6190515fefedd82b137ab43224a3c4e50544c95f61fe983a4ade8ee9

Observation 292c12bb-bdce-4b95-a914-902164c34d63 · outbound

This paper cites Cumulative Reasoning with Large Language Models.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Cumulative Reasoning with Large Language Models

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-11T11:37:23.520447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:37:23.520447Z digest=sha256:ad138692f0a444247347e554759d77c651513ce7c08ef74f78a1b0ab9302ec2c

Observation 9e3b1855-aae9-45da-8bb8-ab779445065f · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.451857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.525441Z digest=sha256:261a0c9e3e1519fcae36989363821657517f7b7d74d2a75f14aaa751367dc918

Observation 3a2ae884-8bd2-47c7-a25c-cf9a31f69cb4 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.433162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.531038Z digest=sha256:f9b174518b1951d539f7a3d76d8bd23317525fc939eb15fc8265a03554a702bd

Observation 7c87f8a8-1aa8-41e8-8384-69165da3bcd3 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.415024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.536386Z digest=sha256:d4097d037c456436d24d570180bc664bd94cf8c8f58d6dff2c339a319878c52c

Observation e2cf22d6-c9f8-4568-bfe1-58a75627c5cf · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.387229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.543600Z digest=sha256:0f4328adabf13351e57555679dfa809a373b53b40e10c809d57ecba755adbaa5

Observation e00a01b1-be63-4de0-b7b0-e80ba34635ef · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.362056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.549002Z digest=sha256:d9ab73968eac051d7a0d4cb3f6e1b27117d059dd011309e2b9a59d021402c8ec

Observation 81d691d1-0739-4f8c-8a24-e7b597430018 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.335030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.554820Z digest=sha256:a360a7f345554ee695d8a21f4f9acdc605dbe3e1a64844b0343398a840893cc7

Observation ed7d5793-8729-4f0c-8353-3d6407ca6f9d · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.313489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.559918Z digest=sha256:2bcb96a8544afd01a3589b9164df8270727b80f464d0bc52c2e83a80843f0d72

Observation 5e8c5880-06ab-4788-9690-12892b4a5e72 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.295250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.564974Z digest=sha256:e1317efe55419f7af8b95486024a78b380a991244796c6215a91c8a8dc65b593

Observation 6a51b211-f662-4210-8951-6e0b18b5fc47 · outbound

This paper cites Let’s think step by step.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Let’s think step by step

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:37:24.277064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.570040Z digest=sha256:7466629e721d00a5222800c2fe1aa2677bc6131038c34e0729acfbea864e224c

Observation 05717a65-5111-44b9-a02a-e1534e019328 · outbound

This paper cites an unresolved cited work.

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:37:24.800505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T11:37:23.349315Z digest=sha256:a51b4c969446b2ffc88c9b8afb8f1589c8044677c7a59ab6623fe4ea27a94135

Pith citing papers

Observation cd588f66-d574-4927-8d56-665e38649d9b · inbound

CHAL: Council of Hierarchical Agentic Language cites this paper.

CHAL: Council of Hierarchical Agentic Language Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-14T19:59:25.719895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-14T19:59:13.378797Z digest=sha256:fbb13f81c9c4c8afd5adfcf236dde9747881d5fd605bb523b980cb1b250cdf65