Large Language Models

Jul 07, 2023

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Artificial Intelligence has unleashed a wave of innovation, from effortlessly summarizing articles to engaging in deep, thought-provoking conversations u2014 with large language models taking on the primary workload.<br>

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Large Language Models

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Connectionist Models of Language

Connectionist Models of Language. Stephen E. Nadeau, M.D. Malcom Randall DVA Medical Center Department of Neurology, University of Florida College of Medicine, Gainesville, FL. Other References.

1.25k views • 42 slides

Language Models & Smoothing

Language Models & Smoothing. Shallow Processing Techniques for NLP Ling570 October 19, 2011. Announcements. Career exploration talk: Bill McNeill Thursday (10/20): 2:30-3:30pm Thomson 135 & Online ( T reehouse URL) Treehouse meeting: Friday 10/21: 11-12 Thesis topic brainstorming

1.1k views • 82 slides

Formal Models of Language

Formal Models of Language. Language Models. A language model an abstract representation of a (natural) language phenomenon. an approximation to real language Statistical models predictive explicative. Claim.

919 views • 53 slides

N-Gram Language Models

N-Gram Language Models. CMSC 723: Computational Linguistics I ― Session #9. Jimmy Lin The iSchool University of Maryland Wednesday, October 28, 2009. N-Gram Language Models. What? LMs assign probabilities to sequences of tokens Why? Statistical machine translation Speech recognition

1.35k views • 48 slides

Large Language Models in Machine Translation

Large Language Models in Machine Translation. Thorsten Brants , Ashok C. Popat , Peng Xu , Franz J. Och , Jeffrey Dean. Conference on Empirical Methods in Natural Language Processing 2007. Google , Inc. 報告者：郝柏翰. Outline. Introduction Stupid Backoff Experiments Conclusion.

506 views • 15 slides

Models of Language

Models of Language. Language and Cognition Colombo 2011. Principals of Cognitive Models. A means of conceptualising the stages involved in a mental activity

645 views • 20 slides

Language Models

Language Models. Naama Kraus (Modified by Amit Gross). Slides are based on Introduction to Information Retrieval Book by Manning, Raghavan and Schütze. IR approaches. Boolean retrieval Boolean constrains of term occurrences in documents no ranking Vector space model

599 views • 22 slides

Language Models

Language Models. Data-Intensive Information Processing Applications ― Session #9. Nitin Madnani University of Maryland Tuesday, April 6, 2010.

958 views • 63 slides

Language Models

Language Models. Naama Kraus. Slides are based on Introduction to Information Retrieval Book by Manning, Raghavan and Schütze. IR approaches. Boolean retrieval Boolean constrains of term occurrences in documents no ranking Vector space model

561 views • 22 slides

Cluster Language Models

Cluster Language Models. By Roman Brauchle. Structure. Cluster-based retrieval vs. Document-based retrieval. Document-based retrieval Information retrieval (IR) system matches query against collection of documents Returns a ranked list of documents to the user Cluster-based retrieval

631 views • 33 slides

Factored Language Models

Factored Language Models. EE517 Presentation April 19, 2005 Kevin Duh (duh@ee.washington.edu). Outline. Motivation Factored Word Representation Generalized Parallel Backoff Model Selection Problem Applications Tools. Word-based Language Models. Standard word-based language models

588 views • 31 slides

Language Models for TR

Language Models for TR. (Lecture for CS410-CXZ Text Info Systems) Feb. 25, 2011 ChengXiang Zhai Department of Computer Science University of Illinois, Urbana-Champaign. Text mining paper. Food nutrition paper. Text Generation with Unigram LM. (Unigram) Language Model 

292 views • 17 slides

Language Models for TR

Language Models for TR. Rong Jin Department of Computer Science and Engineering Michigan State University. What is a Statistical LM?. A probability distribution over word sequences p(“ Today is Wednesday ”)  0.001 p(“ Today Wednesday is ”)  0.0000000000001

340 views • 24 slides

Large Models for Large Corpora: preliminary findings

Large Models for Large Corpora: preliminary findings. Patrick Nguyen Ambroise Mutel Jean-Claude Junqua. Panasonic Speech Technology Laboratory (PSTL). … from RT-03S workshop. Lots of data helps Standard training can be done in reasonable time with current resources 10kh: it’s coming soon

524 views • 36 slides

Relevance-Based Language Models

Relevance-Based Language Models. Victor Lavrenko and W.Bruce Croft Department of Computer Science University of Massachusetts, Amherst, MA 01003 SIGIR 2001 Presented by Yi-Ting. Outline. Introduction

490 views • 20 slides

LANGUAGE TEACHING MODELS

Ahmad Sofwan Universitas Negeri Semarang. LANGUAGE TEACHING MODELS. Teacher-centered model. It is the method by which they were taught It makes sense: The teacher should be the focus of the classroom, since the teacher knows the language and the students do not

469 views • 18 slides

Language Models

Language Models. Hongning Wang CS@UVa. Stage-1 -Explain unseen words - Dirichlet prior ( Bayesian). Stage-2 -Explain noise in query -2-component mixture. c(w,d). + p(w|C). (1- ). + p(w|U). . . |d|. + . Collection LM. P(w|d) =. User background model

476 views • 29 slides

Lecture 12: Language Models

Web Search and Mining. Lecture 12: Language Models. Recap. Probabilistic models: Binary independence model Bayesian networks for IR Language models. This lecture. The Language Model Approach to IR Basic query generation model Alternative models. Standard Probabilistic IR.

833 views • 43 slides

Models with large extra dimensions

Models with large extra dimensions. E. Boos, V. Bunichev, M. Perfilov, M. Smolyakov, I.V. (SINP MSU). QFTHEP2010 Golistyno, 8-15 September 2010. Prologue Bernhard Riemann , " Über die Hypothesen, welche der Geometrie zu Grunde liegen " (185 4 г.)

588 views • 47 slides

Large Language Models Are Valuable Assistants for Translation Project Managers

Large language models (LLMs) are capable of tackling a diverse array of language tasks ranging from text classification and sentiment analysis to information extraction and summarization. Their potential for changing workflows, resources, and market dynamics within the translation sector is underscored in the 2023 Slator Language Industry Market Report. The language industry delves into exploring the potential applications and use cases including machine translation, multilingual text generation, and translation quality estimation.

58 views • 3 slides

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Large Language Models

Large Language Models

Presentation Transcript

Connectionist Models of Language

Language Models &amp; Smoothing

Formal Models of Language

N-Gram Language Models

Large Language Models in Machine Translation

Models of Language

Language Models

Language Models

Language Models

Cluster Language Models

Factored Language Models

Language Models for TR

Language Models for TR

Large Models for Large Corpora: preliminary findings

Relevance-Based Language Models

LANGUAGE TEACHING MODELS

Language Models

Lecture 12: Language Models

Models with large extra dimensions

Large Language Models Are Valuable Assistants for Translation Project Managers

Language Models & Smoothing