Christopher Manning
Thomas M. Siebel Professor in Machine Learning, Professor of Linguistics and Computer Science at Stanford University; pioneering NLP and Deep Learning researcher
Ostarali 
Etaa Sini Etaa Sini Themes
Christopher David Manning (jàmm 1965) waa saytu yàggu kombiyuut ak lëkkal-jàmmu (linguist) bu am nañu Awstrali ak Amerik, te am nañu jëfandikoo Thomas M. Siebel Professor bi ci Machine Learning, ak Professor bi ci Linguistics ak Computer Science ci Stanford University. Ci biir bi, am nañu doxal Associate Director bi ci Stanford Institute for Human-Centered Artificial Intelligence (HAI), te am nañu xamle ci biir 2018 ak 2025, waxtu bi mu daldi amul director bi ci Stanford Artificial Intelligence Laboratory (SAIL).
Ci research bi, mu jëfandikoo ci natural language processing, deep learning, ak computational linguistics. Mu wax nañu ci jëfandikoo bu am solo, ak biir bi: modèl GloVe word embedding, Stanford CoreNLP, bibliyotèk Stanza NLP, ak Universal Dependencies framework.
Mu am nañu jëfandikoo ci 2 bujjukaay bu baax bu ñu jëfandikoo ak yene: Foundations of Statistical Natural Language Processing (1999) ak Introduction to Information Retrieval (2008), te mu wax ci koors CS224N bu am nañu sa bés bu ñu jëfandikoo ci NLP ak deep learning.
Manning waa man a wàcc ci National Academy of Engineering ak American Academy of Arts and Sciences, te waa Fellow bi ci ACM, AAAI, ak ACL, ak am nañu 2024 IEEE John von Neumann Medal.
Wàllu ak Rôl bu Waxal ak Institusyon
Manning am na jëfandikoo Thomas M. Siebel Professor in Machine Learning bi Stanford, jëfandikoo bi am na ñu wàccal ci Linguistics ak Computer Science — ndimbal bi mujj na ci wàllug jëfandikoo bu am solo ci noppal bi li nekk ci suñu carrière: wàccal lu ñu am ci lu dul jàmm ci lu ñu am ci sayansi ak injineeri. Bu am na ci suñu jëfandikoo ci faculty, li am na nañu Founder ak Senior Fellow bi Stanford HAI, institusyon bi am na waxtaan ci sañ-sañu bu jëfandikoo ci xelal bu wàccal ci artificial intelligence, ak General Partner bi AIX Ventures. Li mu bëgg nañu: mu nekk President bi Association for Computational Linguistics ci 2015, ak mu toppi Stanford NLP Group, bi mu jëfandikoo ñu am nañu ñu wër ci ñu am nañu wàllu ci kër gi ñu am nañu kàddu ci akademi ak ci endam.
Trajektwar ci Recherch ak Kontribisyon bu Mucc
Carrière bi Manning ci rechèrch am na labaal bu am na lëpp: labaal bu am na ci mbind mi ñu wàccal ak labaal bu am na ci ñu wàccal, laakin li ñu am nañu am na liggéey bu wàccal. Ci kër gi mu bëgg na ci awal, mu wax na ci wàllu bu jëfandikoo probabilistic ak statistical bu am solo ci computational linguistics — mu def frameworks bu am na ci natural language inference, syntactic parsing, ak jëfandikoo lu dul ci yeneen lang. Ci bi mu am na rool bu am na ci principal architect bi Stanford Dependencies ak Universal Dependencies framework, bi def nañu njëkkal bu am na ci yeneen lang ci annotating grammatical structure, bi ñu am nañu wàccal bu baax ci komunité NLP bi.
Ci rëdd 2010, ci ñu wàccal, Manning dal ci focus ci deep learning bu ñu jëfandikoo ci language understanding. Liggeey bi koox bi mu jëfandikoo am na ci wàllu bu baax: sentiment analysis ci tree-recursive neural networks, model GloVe word vector, attention mechanisms, neural machine translation, question answering, ak self-supervised pre-training. Wàllu bu baax bi kontribisyon bu ñu jëfandikoo, ñu am nañu ci recognition ci komunité rechèrch — koox bi mu am nañu Best Paper Awards ci ACL, Coling, EMNLP, ak CHI, ak 3 ACL Test of Time Awards bu taxaw, ay jëfandikoo ci 2025 ci paper bi attention-based neural machine translation, bi Thang Luong ak Hieu Pham ñu co-authored.
Wàllu bu ñu jëfandikoo ci kër bu am na ci dëgg-dëgg ci koox bi mu, ñu dal ci dimensions bu am na ci liggéey bu wax ci jëfandikoo ak ci sañ-sañu bu sosyete, ci large language models. Ñu am na rechèrch ci jëfandikoo DetectGPT bu ñu wër ci ñu am na LLM-generated text, ak rechèrch bu jëfandikoo ci hallucination ci legal applications ci LLMs, bi ñu daan ci Journal of Empirical Legal Studies.
Software ak Sañ-sañu bu Waxal ci Waxaan
Manning am na ndimbal bu am solo ci wàccal NLP tools bu jëfandikoo ñu am nañu ci practitioners ak researchers bu baax ci wàll bi ñu am nañu ci elite institutions. Stanford CoreNLP, toolkit NLP bu awal ak bu am na baax ci open-source, ak Stanza library bu ñu jëfandikoo ci dëgg-dëgg, ñu wàccal nañu bu baax. Monographs bi mu wax ci linguistics ci ergativity ak complex predicates, mu dem nañu ndimbal bu am solo ci output bu wax ci sayansi, bu dul ci software ak systems work bu ñu am nañu wàccal bu baax ci researchers ci computer science.
Ci waxaan, koor bi mu jëfandikoo CS224N ci NLP ak deep learning, bi ñu jëfandikoo ci Stanford ak bu am online, am na ñu daan ci hundreds of thousands viewers ci suñu monde. Bu mu co-authored textbooks — yeneen ci statistical NLP ak Hinrich Schütze, ak yeneen ci information retrieval ak Schütze ak Prabhakar Raghavan — am nañu ci field bi ñu wàccal nañu ci standard references. Mu am nañu kontribisyon bu baax ci historical record ci AI research bi Stanford, mu jëfandikoo ci rool bu mucc ci assembling documentary bu ko AI at Stanford: 1962–2022, bi am na Northern California Emmy Award ci 2023.
Recognition ak Affiliations bu Dul
Bu dul ci fellowships ci professional society ak IEEE John von Neumann Medal, Manning am na honorary doctorate bu University of Amsterdam baax ci 2023. Ñu doxal nañu ci National Academy of Engineering ak American Academy of Arts and Sciences, du ñu wàccal ci 2025, ñu am nañu recognition gaar-gaar ci development ak dissemination ci natural language processing methods. Mu nekk nañu Faculty Affiliate bi RegLab bi Stanford, bi jëfandikoo ci regulation, evaluation, ak governance — affiliation bi bu xam na liggéey bu mucc ci tekniki bi mu jëfandikoo ak suñu suñu kàddu ci law ak policy bu am ci AI deployment.