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Paper Citation Record · LEDGER

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs

As of 16 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2608.00939.

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

pith.paper-citation-record.v1
2608.00939 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:41:20.694926Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

57 of 57 outbound references displayed

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  • unresolved27
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d4c6fde-ce54-4ac1-ab62-158695db7a1a · outbound

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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Observation 82701c1f-d375-456d-a413-1879dcf61943 · outbound

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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Observation 8a9d4f14-2f5f-45a6-9e53-6f93904d403e · outbound

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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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Observation b3c83099-541e-469a-8cca-a02bc31a6db4 · outbound

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

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Source-reported events for the cited work

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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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Observation 52d05833-2040-456f-9754-c86c4a6ed987 · 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 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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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verified exact
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Source-reported events for the cited work

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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

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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

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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 2026-08-16T06:30:59.297886+00:00.

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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

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verified fuzzy
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Source-reported events for the cited work

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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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Observation adeb02be-436a-44b7-9696-f22ac09e188b · outbound

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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verified fuzzy
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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

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verified fuzzy
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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

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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

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verified fuzzy
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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

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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

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Observation 72864568-5328-4f4f-8581-c2da0bc63895 · outbound

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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Observation fcab53bd-a41c-437a-a2c3-f6134900acd1 · outbound

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

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Observation c5b73087-4a95-4c7d-84c4-c0a98e0e06b1 · outbound

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

Reference 25

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Observation d6308fbb-ed30-4235-9962-dcdf1596ba3c · outbound

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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Observation 73e8e7ca-61c8-4825-b440-b2f89ec8fc57 · outbound

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

Reference 27

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Observation 565b555c-2118-45bc-a731-a3932576e326 · outbound

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

Reference 28

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Observation 1ae873e0-082f-4467-90e4-f9b5f70a391f · outbound

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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Observation a27887af-0137-467f-bb09-d04385d2a350 · outbound

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

Reference 30

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

Reference 31

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Observation b1628bf0-a4c2-48e7-930e-7453f47a694f · outbound

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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Observation a377639f-440a-418d-95d1-cdfcda31bc1d · outbound

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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Observation 8ada7207-e508-4201-9f70-9c84d8a313db · outbound

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

Reference 35

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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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verified exact
local_arxiv, observed 2026-08-06T00:41:22.536761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:19.628884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:19.628884Z digest=sha256:cef1eea606b4d70bbcbe931abf9bd67fa69b116a784494d5f58743883ffb8a5c

Observation 466e6126-caf6-4a82-a138-1885cb21f65c · outbound

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

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:19.739415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:19.739415Z digest=sha256:9dd812795f6607ddc0f2b4ad28ec3014bf02b3b868fa4615c949e7b91adc47e5

Observation 010814f5-9429-4261-ab20-6c3ee859dde5 · outbound

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:41:23.491409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:19.833000Z digest=sha256:d0f78acd8548965a6ebdfbffcd1118f2c2e075ffce1103f8a4d52287d32e0a96

Observation 4a8b4513-31ff-482c-be82-357fb8e29dc0 · outbound

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

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:19.486813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:19.486813Z digest=sha256:ba8e329e6f36ff7e2955becdb01396e9216d73aceabf521379fdcc031fb5b10f

Observation d7cac895-8a4d-4430-bc94-06b4c075ec5a · outbound

This paper cites an unresolved cited work.

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

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T00:41:23.344287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.049205Z digest=sha256:c061e8c74af27cdbb83aed9587224de64eba1705ad914333192077fb6de5f077

Observation a3ec8f7e-2e55-4e1d-a674-7600247c890c · outbound

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:41:23.273644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.134438Z digest=sha256:0794e067d0abd552c79018f41f8fbca2cb454f2e27b5082fc879e9e528079f7c

Observation 69cdaf7e-3391-43a9-b49a-002ab797965a · outbound

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.211849Z digest=sha256:9eb0ad0900fe757d71ba2adeeadac5792c6eff968f25865e8c0b13d3d4128fa3

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

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:20.271132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:20.271132Z digest=sha256:ebd6e0fb367481ccd4f5c5a890f3c430ed28f42e5a2d48665e817ba3bdf9a11b

Observation b1b89b89-8f52-4de4-8767-b07e34d3f296 · outbound

This paper cites Purcell and Robert V.

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

Reference 45

Resolution
verified exact
doi, observed 2026-08-06T00:41:21.253760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.414809Z digest=sha256:a06f144f4664112050fb13d9b58cb318f39dfe055f8e6f8bbb7e72786faa098c

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.008784Z digest=sha256:fb8d87ee49099909d8a721f6a71e297affa67f9a4b42d115aa79d145a30499d3

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.538080Z digest=sha256:4f61189bd3f2807c31ee7ba7c3739a37fdd152b56e6108a629b5ded6093fbf83

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

This paper cites an unresolved cited work.

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.066670Z digest=sha256:e6d6d788f7e28b50c810abe277402a110628302d60f3b012c2f61011cbd5b1f8

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

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:20.694926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:20.694926Z digest=sha256:d3c0cb9499c256634a8f13264368599ecc33a35a5f6f702bb8ae7e66747ee1e3

Observation 52977e73-9f9e-45a2-8c9b-0c62ba42072d · 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 52

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:20.329999Z digest=sha256:3a6d8c3078f21d66211e3b76a298b58b8cc9179d22309f43bc12f5d4d4ecfc82

Observation 1a8eb0ad-0da1-4eda-900f-08443a8ca0c2 · outbound

This paper cites an unresolved cited work.

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

Reference 54

Resolution
verified exact
doi, observed 2026-08-06T00:41:21.133722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.476763Z digest=sha256:03519bbcf2c527e3d6693aaf54e7bef89a9ba91af53846a948c09bd40ae66aa1

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:20.580214Z digest=sha256:e554bb981002a227d85cda3faf2ed222c0436b28fc764e4f123ea6545b6c0180

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

This paper cites an unresolved cited work.

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

Reference 2012

Resolution
verified exact
doi, observed 2026-08-06T00:41:22.023282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T00:41:18.960097Z digest=sha256:4d8021314a91c456baf5ba7a096c008a8a13cacea85b7c89a60e235b6185e922

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

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:16.620660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:16.620660Z digest=sha256:9af1834e8cc0b12aa5c4af60dece0209ba0ad5ee7c7c06a4d4a3b04c1c58595c

Observation 4844acef-0732-444f-bb91-c3c1104c3130 · outbound

This paper cites an unresolved cited work.

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

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:18.381260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:18.381260Z digest=sha256:181147b6e419a7305b1ab63055df4e9bf108efb23197ea76c58c63cc42818d7d

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

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:19.310766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:19.310766Z digest=sha256:18616df9043239abef13d9f865570b5c9dbe350c3e3d374a169a25b54bcf3832

Observation fa6483c2-0274-450b-87de-12804150c3fb · outbound

This paper cites an unresolved cited work.

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

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T00:41:19.941721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:41:19.941721Z digest=sha256:456fc13b8deb6eb84cd6170c7028b80a0ec3e9b71b86020e947dc09b2cc30cfe

Pith citing papers

No inbound Pith citation observations are available.