Media Summary: multilingual language models, many-to-many machine translation, multilingual datasets, zero-shot transfer for low-resource ... prompt-based learning, prefix tuning, prompt tuning slides: REALM, k-NN LM, do LMs use retrievals? slides:

Umass Cs685 F21 Advanced Nlp Knowledge Distillation - Detailed Analysis & Overview

multilingual language models, many-to-many machine translation, multilingual datasets, zero-shot transfer for low-resource ... prompt-based learning, prefix tuning, prompt tuning slides: REALM, k-NN LM, do LMs use retrievals? slides: bertology, probe tasks, control probes slides: course schedule: representing images, multimodal transfer learning, visual question answering, image captioning, multimodal pretraining (VilBERT, ... T5, text-to-text pretraining, Common Crawl, decoding algorithms, greedy search, beam search, sampling slides: ...

BERT, fine-tuning, classification tasks, QA tasks, RoBERTa, ELECTRA, ALBERT, TransformerXL notes: ... This lecture (by Sean Welleck) for CMU CS 11-711,

Photo Gallery

UMass CS685 F21 (Advanced NLP):  Knowledge distillation
UMass CS685 F21 (Advanced NLP):  Course introduction
UMass CS685 F21 (Advanced NLP): Multilingual NLP
UMass CS685 S22 (Advanced NLP) #20: Model distillation
UMass CS685 F21 (Advanced NLP):  Exam review
UMass CS685 F21 (Advanced NLP):  Prompt-based learning
UMass CS685 F21 (Advanced NLP): Retrieval-augmented language modeling
UMass CS685 F21 (Advanced NLP):  Linguistic probe tasks
UMass CS685 F21 (Advanced NLP): Vision + language
UMass CS685 (Advanced NLP) F20: Model distillation and security threats
UMass CS685 F21 (Advanced NLP):  Text-to-text transfer learning, and LM decoding
UMass CS685 F21 (Advanced NLP):  Using BERT for downstream NLP tasks, and advanced BERT variants
Sponsored
Sponsored
View Detailed Profile
UMass CS685 F21 (Advanced NLP):  Knowledge distillation

UMass CS685 F21 (Advanced NLP): Knowledge distillation

Knowledge distillation

UMass CS685 F21 (Advanced NLP):  Course introduction

UMass CS685 F21 (Advanced NLP): Course introduction

course introduction, demos of

Sponsored
UMass CS685 F21 (Advanced NLP): Multilingual NLP

UMass CS685 F21 (Advanced NLP): Multilingual NLP

multilingual language models, many-to-many machine translation, multilingual datasets, zero-shot transfer for low-resource ...

UMass CS685 S22 (Advanced NLP) #20: Model distillation

UMass CS685 S22 (Advanced NLP) #20: Model distillation

distillation

UMass CS685 F21 (Advanced NLP):  Exam review

UMass CS685 F21 (Advanced NLP): Exam review

exam review slides: course schedule: https://people.cs.

Sponsored
UMass CS685 F21 (Advanced NLP):  Prompt-based learning

UMass CS685 F21 (Advanced NLP): Prompt-based learning

prompt-based learning, prefix tuning, prompt tuning slides: https://people.cs.

UMass CS685 F21 (Advanced NLP): Retrieval-augmented language modeling

UMass CS685 F21 (Advanced NLP): Retrieval-augmented language modeling

REALM, k-NN LM, do LMs use retrievals? slides: https://people.cs.

UMass CS685 F21 (Advanced NLP):  Linguistic probe tasks

UMass CS685 F21 (Advanced NLP): Linguistic probe tasks

bertology, probe tasks, control probes slides: course schedule: https://people.cs.

UMass CS685 F21 (Advanced NLP): Vision + language

UMass CS685 F21 (Advanced NLP): Vision + language

representing images, multimodal transfer learning, visual question answering, image captioning, multimodal pretraining (VilBERT, ...

UMass CS685 (Advanced NLP) F20: Model distillation and security threats

UMass CS685 (Advanced NLP) F20: Model distillation and security threats

distillation

UMass CS685 F21 (Advanced NLP):  Text-to-text transfer learning, and LM decoding

UMass CS685 F21 (Advanced NLP): Text-to-text transfer learning, and LM decoding

T5, text-to-text pretraining, Common Crawl, decoding algorithms, greedy search, beam search, sampling slides: ...

UMass CS685 F21 (Advanced NLP):  Using BERT for downstream NLP tasks, and advanced BERT variants

UMass CS685 F21 (Advanced NLP): Using BERT for downstream NLP tasks, and advanced BERT variants

BERT, fine-tuning, classification tasks, QA tasks, RoBERTa, ELECTRA, ALBERT, TransformerXL notes: ...

CMU Advanced NLP Spring 2026 (8): Fine-tuning and Distillation

CMU Advanced NLP Spring 2026 (8): Fine-tuning and Distillation

This lecture (by Sean Welleck) for CMU CS 11-711,