From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale | Paper Citation Record

Observation 788a0873-b95f-4bee-90eb-8c34877f4000 · outbound

This paper cites Hype vs reality in the integration of artificial intelligence in clinical workflows.JMIR Formative Research, 9:e70921, 2025.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Hype vs reality in the integration of artificial intelligence in clinical workflows.JMIR Formative Research, 9:e70921, 2025

Reference 1

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Observation 3fb22086-39ea-4c49-b2df-6baf6fbcd937 · outbound

This paper cites Claude 3 model card.Anthropic Technical Report, 2024.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Claude 3 model card.Anthropic Technical Report, 2024

Reference 2

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Observation e6b178a6-f100-426e-ae89-3bb2b24907b0 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Constitutional AI: Harmlessness from AI Feedback

Reference 3

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Observation 56f75f0f-7271-4ec8-ba27-ff9088d599af · outbound

This paper cites The multi-dimensional approach to linguistic analyses of genre variation: An overview of methodology and findings.Computers and the Humanities, 26(5/6):331–345, 1992.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale The multi-dimensional approach to linguistic analyses of genre variation: An overview of methodology and findings.Computers and the Humanities, 26(5/6):331–345, 1992

Reference 4

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Observation 9a2aa2ab-4b45-4dda-b77e-fa8d4be61254 · outbound

This paper cites Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling

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Resolution: unresolved; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation 3ae3258d-5365-4d54-a0c6-61ac9fbc2f9b · outbound

This paper cites Drift no more? context equilibria in multi-turn llm interactions, 10 2025.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Drift no more? context equilibria in multi-turn llm interactions, 10 2025

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Observation 477e2b91-f040-4612-b89d-e98707b3a04f · outbound

This paper cites The Llama 3 Herd of Models.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale The Llama 3 Herd of Models

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Observation 5e4842f9-a971-464c-b5bf-18b47e315578 · outbound

This paper cites Fraser, Hillary Dawkins, and Svetlana Kiritchenko.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Fraser, Hillary Dawkins, and Svetlana Kiritchenko

Reference 8

Resolution: verified exact; doi, observed 2026-07-13T08:59:30.307708Z

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Observation 560f5ce0-7d90-483b-8b56-02f66728ab01 · outbound

This paper cites Exploring the Structure of AI-Induced Language Change in Scientific English.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Exploring the Structure of AI-Induced Language Change in Scientific English

Reference 9

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Observation 967332e4-42cb-42b8-a976-0ce5a9cab44f · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 10

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Observation c1f8be46-e2e2-4a81-9f47-72114abcbcc1 · outbound

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

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

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Observation f70aa10e-0b94-42c5-b1bb-97dc322c778c · outbound

This paper cites Generative adversarial nets.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Generative adversarial nets

Reference 12

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Observation 6db66e72-2b31-43f3-b8fc-1cfb910703fb · outbound

This paper cites OLMo: Accelerating the Science of Language Models.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale OLMo: Accelerating the Science of Language Models

Reference 13

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Observation 7249b23f-e450-4aa9-8e55-38f2830c4677 · outbound

This paper cites The curious case of neural text degeneration.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale The curious case of neural text degeneration

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Observation 10d2aae7-30e1-48f4-8b99-a80bd63729e9 · outbound

This paper cites GPT-4o System Card.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale GPT-4o System Card

Reference 15

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From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Unresolved cited work

Reference 16

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This paper cites Mistral 7B.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Mistral 7B

Reference 17

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Observation 88b9deff-c36e-4904-baed-c65687c66675 · outbound

This paper cites Scaling Laws for Neural Language Models.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Scaling Laws for Neural Language Models

Reference 18

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Observation be83e71c-28bc-4dfb-930a-b221901fa6c1 · outbound

This paper cites A survey of temporal drift in large language models.arXiv preprint, 2025.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale A survey of temporal drift in large language models.arXiv preprint, 2025

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Observation 88325f1f-b7d2-4fe2-9d75-b17e4119567f · outbound

This paper cites Demystifying RCE Vulnerabilities in LLM-Integrated Apps.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Demystifying RCE Vulnerabilities in LLM-Integrated Apps

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From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Unresolved cited work

Reference 21

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Observation 3c5e4f26-57fb-4f00-872c-000421b584b7 · outbound

This paper cites Preserving diversity in supervised fine-tuning of large language models.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Preserving diversity in supervised fine-tuning of large language models

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Observation fc2b96c6-ad23-4a6b-baac-672c8e1929a0 · outbound

This paper cites Linguistic differences between ai and human comments in weibo: Detect ai- generated text through stylometric features.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Linguistic differences between ai and human comments in weibo: Detect ai- generated text through stylometric features

Reference 23

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Observation 282c1f39-dda5-4514-92dc-64b72f8fc64d · outbound

This paper cites Helpful, harmless, honest? sociotechnical limits of ai alignment and safety through reinforcement learning from human feedback.arXiv preprint, 2023.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Helpful, harmless, honest? sociotechnical limits of ai alignment and safety through reinforcement learning from human feedback.arXiv preprint, 2023

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This paper cites Benchmark of stylistic variation in llm-generated texts.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Benchmark of stylistic variation in llm-generated texts

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Observation a6c92e2e-5148-4109-944c-599f94f1876b · outbound

This paper cites Detectgpt: Zero-shot machine-generated text detection using probability curvature.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Detectgpt: Zero-shot machine-generated text detection using probability curvature

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Observation f0ca5bc0-c60c-46ef-bd3a-5c39d20d586e · outbound

This paper cites Training language models to follow instructions with human feedback.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Training language models to follow instructions with human feedback

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Observation 4e99527e-a5da-48b6-9ee0-2a1ed38f217c · outbound

This paper cites Regularizing neural networks by penalizing confident output distributions.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Regularizing neural networks by penalizing confident output distributions

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Observation d0ca5b55-408c-4ee3-b310-860fc1cb2470 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Gemma 2: Improving Open Language Models at a Practical Size

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This paper cites Unmasking ai- generated texts using linguistic and stylistic features.International Journal of Advanced Computer Science and Applications, 16(3):213–221, 2025.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Unmasking ai- generated texts using linguistic and stylistic features.International Journal of Advanced Computer Science and Applications, 16(3):213–221, 2025

Reference 30

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This paper cites A mathematical theory of communication.The Bell System Technical Journal, 27(3): 379–423, 1948.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale A mathematical theory of communication.The Bell System Technical Journal, 27(3): 379–423, 1948

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Observation c03f682d-2fcc-4496-bef4-4dbc0481e721 · outbound

This paper cites Ai models collapse when trained on recursively generated data.Nature, 631:755–759, 2024.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Ai models collapse when trained on recursively generated data.Nature, 631:755–759, 2024

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This paper cites Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research

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Observation 934ddb12-198b-49d7-bdef-6013d8c5cde7 · outbound

This paper cites The homogenizing effect of large language models on human expression and thought.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale The homogenizing effect of large language models on human expression and thought

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This paper cites Linguistic characteristics of ai-generated text: A survey.arXiv preprint, 2025.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Linguistic characteristics of ai-generated text: A survey.arXiv preprint, 2025

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This paper cites Dsdr: Dual-scale diversity regularization for exploration in llm reasoning.arXiv preprint arXiv:2602.19895, 2025.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Dsdr: Dual-scale diversity regularization for exploration in llm reasoning.arXiv preprint arXiv:2602.19895, 2025

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This paper cites The price of format: Diversity collapse in LLMs.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale The price of format: Diversity collapse in LLMs

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This paper cites Understanding deep learning requires rethinking generalization.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Understanding deep learning requires rethinking generalization

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This paper cites Delve into.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Delve into

Reference 39

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This paper cites Pearson r >0.95 confirms stable extraction.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Pearson r >0.95 confirms stable extraction

Reference 40

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Observation 1a7933c1-447a-4259-9d9d-f6ba4b57d2ee · outbound

This paper cites Delve into.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Delve into

Reference 41

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This paper cites Write a detailed analysis of the benefits and drawbacks of remote work in modern society.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Write a detailed analysis of the benefits and drawbacks of remote work in modern society

Reference 42

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This paper cites Explain the complex relationship between technology and privacy in the digital age.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Explain the complex relationship between technology and privacy in the digital age

Reference 43

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This paper cites Discuss the potential impacts of artificial intelligence on the job market over the next decade.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Discuss the potential impacts of artificial intelligence on the job market over the next decade

Reference 44

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Observation 559d8848-1510-4739-9a71-237324d18794 · outbound

This paper cites Analyze the key factors contributing to climate change and potential solutions.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Analyze the key factors contributing to climate change and potential solutions

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation 67becdd3-6ab4-432e-a583-7b51825e0748 · outbound

This paper cites Compare and contrast different approaches to education reform in the 21st century.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Compare and contrast different approaches to education reform in the 21st century

Reference 46

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From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Examine the role of social media in shaping public opinion and political discourse

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation 6515e0ff-c4a6-4595-9463-6847657e50c1 · outbound

This paper cites Discuss the ethical implications of genetic engineering and CRISPR technology.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Discuss the ethical implications of genetic engineering and CRISPR technology

Reference 48

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Observation f9beb316-7782-4504-9158-0697c3e406f5 · outbound

This paper cites Analyze the economic and social effects of globalization on developing nations.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Analyze the economic and social effects of globalization on developing nations

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Observation ca501e4c-0b1d-4cbb-84c2-916ce96b532c · outbound

This paper cites Explore the relationship between mental health and modern lifestyle factors.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Explore the relationship between mental health and modern lifestyle factors

Reference 50

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Observation 6b863233-fa6b-4b42-ae10-74a7b834e9a5 · outbound

This paper cites Discuss the challenges and opportunities of renewable energy adoption.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Discuss the challenges and opportunities of renewable energy adoption

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Observation f1c8bb22-68bc-46b8-8229-1af3d6f6a45b · outbound

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From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Examine the impact of streaming services on traditional media industries

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Observation 413f1f70-8bff-4444-a233-19b535e8f158 · outbound

This paper cites Analyze the factors that contribute to successful entrepreneurship in tech startups.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Analyze the factors that contribute to successful entrepreneurship in tech startups

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Resolution: unresolved; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation acbbb2b7-7982-4523-9e9f-ab66b56bf9ed · outbound

This paper cites Discuss the implications of automation and robotics on manufacturing industries.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Discuss the implications of automation and robotics on manufacturing industries

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Observation e7c0a0ee-6c9c-431f-98b0-f7e65cad5841 · outbound

This paper cites Explore the concept of work-life balance in contemporary professional culture.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Explore the concept of work-life balance in contemporary professional culture

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This paper cites Analyze the role of regulation in cryptocurrency and blockchain technology.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Analyze the role of regulation in cryptocurrency and blockchain technology

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Resolution: malformed identifier; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation 11bd5e83-a56a-426f-8937-e5788ce7f6d2 · outbound

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From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale In conclusion

Reference 57

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Observation ea5aa74d-a808-4295-bb21-eb192f7b560b · outbound

This paper cites Delve into.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Delve into

Reference 58

Resolution: parse uncertain; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation cb4ae49c-f88a-4a8b-be18-192ed6a1e672 · outbound

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From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Unresolved cited work

Reference 59

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Observation 5d48a7eb-6ced-44f9-879e-0dd97fcfdf09 · outbound

This paper cites an unresolved cited work.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation bf2d5213-3eb8-4b2f-b8bb-35395b300208 · outbound

This paper cites Fundamentally.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale Fundamentally

Reference 61

Resolution: parse uncertain; no resolver link, observed 2026-07-13T08:57:21.152977Z

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Observation 8d224396-21a7-4076-9dbf-3803bb6ffbd8 · outbound

This paper cites However" (sentence-initial): 332% These 10 features span structural (headers, lists), discourse (.

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale However" (sentence-initial): 332% These 10 features span structural (headers, lists), discourse (

Reference 62

Resolution: malformed identifier; no resolver link, observed 2026-07-13T08:57:21.152977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers