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  1. Home
  2. /Repositories
  3. /Furyton/awesome-language-model-analysis
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repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago

Furyton/awesome-language-model-analysis

This paper list focuses on the theoretical and empirical analysis of language models, especially large language models (LLMs). The papers in this list investigate the learning behavior, generalization ability, and other properties of language models through theoretical analysis, empirical analysis, or a combination of both.

Lineage graph

Paper → model → repo connections mined from source citations (Tier-1 exact match).

Why these links exist

Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

  • PossiblePossibly related (embedding) · 58%The Large Language Model (LLM) understands the world through human texts. A world model is needed f.. - 매일경제 →
  • PossiblePossibly related (embedding) · 58%Transformer →
  • PossiblePossibly related (embedding) · 56%Book Review: Domain-Specific Small Language Models by Guglielmo Iozzia →
  • PossiblePossibly related (embedding) · 56%From Tokens to States: LLMs as a Special Case of World Models and the Continuous Path Beyond →
  • PossiblePossibly related (embedding) · 56%Understanding Large Language Models →
  • PossiblePossibly related (embedding) · 62%Three Large Language Models (LLMs), One Heart: A Comparative Evaluation of ChatGPT, Claude, and DeepSeek in Cardiac Imaging Patient Education - Cureus →
  • PossiblePossibly related (embedding) · 55%Understanding large language models demands distinguishing human projection from machine cognition - Nature →
  • PossiblePossibly related (embedding) · 53%Comparative Performance of Large Language Models in the Polish State Specialization Examination in Anesthesiology and Intensive Care Medicine - Cureus →

Covers

newsThe Large Language Model (LLM) understands the world through human texts. A world model is needed f.. - 매일경제newsBook Review: Domain-Specific Small Language Models by Guglielmo Iozzia

Related to

glossary_termTransformer

Implements

paperFrom Tokens to States: LLMs as a Special Case of World Models and the Continuous Path BeyondpaperUnderstanding Large Language Models

Covers (incoming)

newsThree Large Language Models (LLMs), One Heart: A Comparative Evaluation of ChatGPT, Claude, and DeepSeek in Cardiac Imaging Patient Education - CureusnewsUnderstanding large language models demands distinguishing human projection from machine cognition - NaturenewsComparative Performance of Large Language Models in the Polish State Specialization Examination in Anesthesiology and Intensive Care Medicine - CureusnewsSlovene language obtains its own generative large language model GaMS - uni-lj.sinewsLarge Language Models for small language communities - Namibia EconomistnewsWhat Do ChatGPT and Large Language Models (LLMs) Do to Your Brain? - britannica.comnewsDo Large Language Models Think Like Us? - Psychology TodaynewsLarge Language Models Explained: How LLMs Actually Work and Who Builds the Biggest Ones - SQ MagazinenewsLarge Language Models Are Still Getting Stronger, but Researchers Face New Bottlenecks in Data, Evaluation, and Safety | Newswise - NewswisenewsAre Large Language Models Getting Smaller? Key Trends, Benefits and Real-World Use Cases in 2024 - 36 KrnewsWhat Is It Like to Be a Large Language Model? - www.lvivherald.comnewsWhat Do ChatGPT and Large Language Models (LLMs) Do to Your Brain? - Encyclopedia Britannica

Implements (incoming)

paperCreativity, honesty and designed forgetting emerge in small hyperbolic language modelspaperProduction and Perception in LLMs: A Token Probability ApproachpaperFrom Expressivity to Sample Complexity: Narrow Teachers for Transformers via C-RASPpaperLanguage Identification with Succinct Machine-Independent TracespaperExtractable Memorization From First Principles

Related across the graph

paperProduction and Perception in LLMs: A Token Probability ApproachnewsLarge Language Models Explained: How LLMs Actually Work and Who Builds the Biggest Ones - SQ MagazinenewsLarge Language Models for small language communities - Namibia EconomistnewsWhat Do ChatGPT and Large Language Models (LLMs) Do to Your Brain? - britannica.comnewsWhat Do ChatGPT and Large Language Models (LLMs) Do to Your Brain? - Encyclopedia BritannicanewsDo Large Language Models Think Like Us? - Psychology TodaypaperLanguage Identification with Succinct Machine-Independent TracesnewsComparative Performance of Large Language Models in the Polish State Specialization Examination in Anesthesiology and Intensive Care Medicine - Cureusglossary_termTransformernewsThe Large Language Model (LLM) understands the world through human texts. A world model is needed f.. - 매일경제paperFrom Expressivity to Sample Complexity: Narrow Teachers for Transformers via C-RASPpaperCreativity, honesty and designed forgetting emerge in small hyperbolic language modelsnewsWhat Is It Like to Be a Large Language Model? - www.lvivherald.comnewsLarge Language Models Are Still Getting Stronger, but Researchers Face New Bottlenecks in Data, Evaluation, and Safety | Newswise - NewswisenewsUnderstanding large language models demands distinguishing human projection from machine cognition - NaturenewsThree Large Language Models (LLMs), One Heart: A Comparative Evaluation of ChatGPT, Claude, and DeepSeek in Cardiac Imaging Patient Education - CureusnewsSlovene language obtains its own generative large language model GaMS - uni-lj.sinewsBook Review: Domain-Specific Small Language Models by Guglielmo IozziapaperUnderstanding Large Language ModelspaperExtractable Memorization From First PrinciplespaperFrom Tokens to States: LLMs as a Special Case of World Models and the Continuous Path BeyondnewsAre Large Language Models Getting Smaller? Key Trends, Benefits and Real-World Use Cases in 2024 - 36 Kr
Knowledge path·PProduction and Perception in LLMs: A Token Probability Approach→NLarge Language Models Explained: How LLMs Actually Work and Who Builds the Biggest Ones - SQ Magazine→NLarge Language Models for small language communities - Namibia Economist→RFuryton/awesome-language-model-analysis

Topics

aianalysisanalyticsawesomechatgptdeep-learninggenerative-ailarge-language-modelsllmnlp

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