Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs | Paper Citation Record

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This paper cites Large language models encode clinical knowledge.Nature, 620:172–180, 2023.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Large language models encode clinical knowledge.Nature, 620:172–180, 2023

Reference 1

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This paper cites Can ChatGPT forecast stock price movements? return predictability and large language models.Journal of Financial Economics, 184: 104335, 2026.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Can ChatGPT forecast stock price movements? return predictability and large language models.Journal of Financial Economics, 184: 104335, 2026

Reference 2

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This paper cites an unresolved cited work.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 3

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Observation f1d73595-75f3-4d78-9891-13b48074b86d · outbound

This paper cites Katz, Michael James Bommarito, Shang Gao, and Pablo Arredondo.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Katz, Michael James Bommarito, Shang Gao, and Pablo Arredondo

Reference 4

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This paper cites Scientific discovery in the age of artificial intelligence.Nature, 620:47–60, 2023.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Scientific discovery in the age of artificial intelligence.Nature, 620:47–60, 2023

Reference 5

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Observation 8ac1a813-af51-4523-8698-6c35d5bf9b53 · outbound

This paper cites Summary of NATO’s revised artifi- cial intelligence strategy.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Summary of NATO’s revised artifi- cial intelligence strategy

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:26.026852Z

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Observation 3aa95698-dde7-418e-9516-44c17ffc97bd · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs On the Opportunities and Risks of Foundation Models

Reference 7

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This paper cites The curious case of neural text degeneration.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs The curious case of neural text degeneration

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:25.832900Z

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Observation 7507625e-44a1-4b2b-bba1-d4f8bb6e6357 · outbound

This paper cites A theoretical analysis of the repetition problem in text generation.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs A theoretical analysis of the repetition problem in text generation

Reference 9

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Observation 62f22097-8fdf-464b-89e1-d7b613e9575a · outbound

This paper cites When Less is More: The LLM Scaling Paradox in Context Compression.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs When Less is More: The LLM Scaling Paradox in Context Compression

Reference 10

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Observation 6a49a0b5-e54c-49c9-94d8-ed10ca4db4f4 · outbound

This paper cites From condensation to rank collapse: A two-stage analysis of transformer training dynamics.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs From condensation to rank collapse: A two-stage analysis of transformer training dynamics

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:25.674607Z

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Observation f5c4a302-b920-4592-99ab-a8cd8a44b2b1 · outbound

This paper cites The curse of depth in large language models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs The curse of depth in large language models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:25.485952Z

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Observation b3185797-6ea8-47c5-a31f-fcc7389532c5 · outbound

This paper cites Attention is not all you need: Pure attention loses rank doubly exponentially with depth.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Attention is not all you need: Pure attention loses rank doubly exponentially with depth

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:25.293542Z

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Observation 27240ea0-1e38-40cc-bba8-341e4a9533ef · outbound

This paper cites Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs

Reference 14

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Observation 3a9ff024-6ae4-4efc-ad4f-f1e54962c98e · outbound

This paper cites HalluLens: LLM hallucination benchmark.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs HalluLens: LLM hallucination benchmark

Reference 15

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Observation deddc3bb-8871-4dca-b8ef-11bbc59b1b29 · outbound

This paper cites Large language models hallucination: A compre- hensive survey.arXiv preprint arXiv:2510.06265, 2025.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Large language models hallucination: A compre- hensive survey.arXiv preprint arXiv:2510.06265, 2025

Reference 16

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This paper cites Progress measures for grokking via mechanistic interpretability.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Progress measures for grokking via mechanistic interpretability

Reference 17

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Observation a388937f-7eae-4304-8653-4a33efda8942 · outbound

This paper cites A mechanistic interpretability analysis of grokking, 2022.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs A mechanistic interpretability analysis of grokking, 2022

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:24.977012Z

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Observation fcc129ac-1150-41bb-9544-92907b466eb4 · outbound

This paper cites Paper replication walkthrough: Reverse-engineering modular ad- dition, 2023.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Paper replication walkthrough: Reverse-engineering modular ad- dition, 2023

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:24.815035Z

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Observation 21cd00a1-30ab-4547-9bc9-083e0a2827f2 · outbound

This paper cites Sparse autoencoders find highly interpretable features in language models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Sparse autoencoders find highly interpretable features in language models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:24.611673Z

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Observation 824e8b57-42a4-4f6e-a6fe-c8a733f41a5a · outbound

This paper cites Circuit tracing: Revealing computational graphs in language models, 2025.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Circuit tracing: Revealing computational graphs in language models, 2025

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:24.448873Z

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Observation 368d55fb-2158-455f-a697-96453121ff6b · outbound

This paper cites HeadVis: An interactive tool for investigating attention heads, 2026.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs HeadVis: An interactive tool for investigating attention heads, 2026

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:24.252271Z

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This paper cites Verbalizable Representations Form a Global Workspace in Language Models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Verbalizable Representations Form a Global Workspace in Language Models

Reference 23

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This paper cites Bender, Timnit Gebru, Angelina McMillan-Major, and Shmargaret Shmitchell.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Bender, Timnit Gebru, Angelina McMillan-Major, and Shmargaret Shmitchell

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:24.009601Z

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 25

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This paper cites Distilling the Knowledge in a Neural Network.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Distilling the Knowledge in a Neural Network

Reference 26

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 27

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This paper cites Johnson and Frank Yingjie Huo.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Johnson and Frank Yingjie Huo

Reference 28

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This paper cites Strogatz.Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Strogatz.Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering

Reference 29

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This paper cites Motter and R´ eka Albert.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Motter and R´ eka Albert

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:23.861216Z

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 31

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This paper cites MIT Press, Cambridge, MA, 2010.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs MIT Press, Cambridge, MA, 2010

Reference 32

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This paper cites LLMs as high-dimensional nonlinear autoregressive models with attention: Training, alignment and inference.arXiv preprint arXiv:2602.00426, 2026.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs LLMs as high-dimensional nonlinear autoregressive models with attention: Training, alignment and inference.arXiv preprint arXiv:2602.00426, 2026

Reference 33

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Observation b06f69dd-55cb-4f46-9ad9-38015d37f0ea · outbound

This paper cites Phase Transitions in the Output Distribution of Large Language Models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Phase Transitions in the Output Distribution of Large Language Models

Reference 34

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This paper cites Phase transition in large language models and the criticality of natural languages.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Phase transition in large language models and the criticality of natural languages

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This paper cites States of LLM-generated Texts and Phase Transitions between them.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs States of LLM-generated Texts and Phase Transitions between them

Reference 36

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Observation 7520fa49-be13-4e94-9d37-58f4564acbc8 · outbound

This paper cites Phase Transitions in Large Language Models and the $O(N)$ Model.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Phase Transitions in Large Language Models and the $O(N)$ Model

Reference 37

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This paper cites Generative Criticality in Large Language Model Temperature Scaling.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Generative Criticality in Large Language Model Temperature Scaling

Reference 38

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This paper cites Unveiling attractor cycles in large language models: A dynamical systems view of successive paraphrasing.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unveiling attractor cycles in large language models: A dynamical systems view of successive paraphrasing

Reference 39

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This paper cites Phase transition in large language models and the criticality of natural languages.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Phase transition in large language models and the criticality of natural languages

Reference 40

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 41

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This paper cites Language models are unsupervised multitask learners.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Language models are unsupervised multitask learners

Reference 42

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This paper cites Pythia: A suite for analyzing large language models across training and scaling.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Pythia: A suite for analyzing large language models across training and scaling

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:41:23.181153Z

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Observation 5bac812c-0136-4443-8db5-f55f6cadeb65 · outbound

This paper cites The Llama 3 Herd of Models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs The Llama 3 Herd of Models

Reference 44

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This paper cites Purcell and Robert V.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Purcell and Robert V

Reference 45

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Observation 29ac1fd1-cc80-48d7-bbc6-9c1a3c762615 · outbound

This paper cites Chaos in reason: How chain-of-thought LLMs can look for an answer.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Chaos in reason: How chain-of-thought LLMs can look for an answer

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:41:21.592366Z

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Observation 3a00d916-bfeb-4e81-ba9b-df37d28156f2 · outbound

This paper cites Hodgman, Tim Rom, Immanuel Bloch, and Ulrich Schneider.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Hodgman, Tim Rom, Immanuel Bloch, and Ulrich Schneider

Reference 47

Resolution: verified exact; doi, observed 2026-08-06T00:41:20.981100Z

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Observation 31971fb4-6413-47f1-aeeb-a279eb0e9931 · outbound

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 48

Resolution: verified exact; doi, observed 2026-08-06T00:41:21.444464Z

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Observation b5e784f3-a1e9-4ac0-a72b-380759885e26 · outbound

This paper cites Springer-Verlag, Berlin, Heidelberg, 1984.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Springer-Verlag, Berlin, Heidelberg, 1984

Reference 49

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This paper cites The Llama 3 Herd of Models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs The Llama 3 Herd of Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T00:41:20.329999Z

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 54

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Observation 605736ba-0d79-4215-b49b-dd8109f0214d · outbound

This paper cites Physics of negative absolute temperatures.Physical Review E, 95(1):012125, 2017.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Physics of negative absolute temperatures.Physical Review E, 95(1):012125, 2017

Reference 56

Resolution: verified exact; doi, observed 2026-08-06T00:41:20.848711Z

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Observation 28d54b58-eace-41ff-884c-a1d77532ff21 · outbound

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 2012

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Observation 207030b2-cb22-4025-a377-0baf9437fffb · outbound

This paper cites The Curious Case of Neural Text Degeneration.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs The Curious Case of Neural Text Degeneration

Reference 2020

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Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Unresolved cited work

Reference 2021

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Observation 4ff93e9c-487b-4c4d-b99b-b9a6c8c72a7f · outbound

This paper cites Phase Transitions in the Output Distribution of Large Language Models.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Phase Transitions in the Output Distribution of Large Language Models

Reference 2024

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