Semanlink - Text Classification AND Google

Impression

Recherche de Mot-clé

Recherche de Doc

Préférences...

Mots-clés liés

Active learning - Adapter modules (LM finetuning) - Alpaca - Arxiv Doc - BERT - CNN 4 NLP - Dataset quality - Denny Britz - EMNLP 2020 - EMNLP 2021 - EMNLP 2023 - fast.ai - Few-shot learning - Few-shot text classification - fps' post - François Chollet - GitHub project - Google - Hugging Face - Imbalanced Data - Long documents - Moshe Wasserblat - Natural Language Inference - Nils Reimers - NLP: intermediate-task training - NLP@Facebook - NLP@Google - NLP@IBM - NLP sample code - Python sample code - Raphaël Sourty - Representation of text + metadata - sBERT fine-tuning - Sebastian Ruder - Self-training - Sentence-BERT - Sentence-BERT: Domain adaptation - Sentence embeddings: Domain adaptation - SetFit (SBERT fine-tuning) - Siamese networks - Sinequa - Task augmentation - Text Classification - Tomas Mikolov - Tutorial - Tweet - ULMFiT - Word embeddings - Zero-Shot Learning -

Text Classification AND Google

Descendants partagés

SetFit (SBERT fine-tuning)

22 Documents

UKP Lab sur X : "a lightweight solution for few-shot domain-specific sentence classification: AdaSent!..."

Tags:

2023-12-09 A propos

Classifying long textual documents (up to 25 000 tokens) using BERT | by Sinequa | (2020)

Tags:

2023-04-07 A propos

Daniel Vila Suero sur Twitter : "Data quality is key for LLMs, but we're building Open Source LLMs with data of "unknown" quality... Introducing Alpaca GarbageCollector..."

Tags:

2023-04-05 A propos

ValueError "invalid literal for int() with base 10" in trainer.evaluate (dataset created from pandas) · Issue #228 · huggingface/setfit

Tags:

2022-12-13 A propos

Few-Shot Text Classification (Cloudera 2020)

Tags:

2022-11-24 A propos

Lewis Tunstall sur Twitter : "The SetFit library for few-shot learning with Sentence Transformers now supports *multi-label text classification*..."

Tags:

2022-10-14 A propos

huggingface/setfit: Efficient few-shot learning with Sentence Transformers

Tags:

2022-10-12 A propos

[2209.11055] Efficient Few-Shot Learning Without Prompts

Tags:

2022-09-23 A propos

Active Learning for BERT: An Empirical Study - ACL Anthology

Tags:

2022-09-02 A propos

Tu Vu sur Twitter : "Enormous LMs like GPT-3 exhibit impressive few-shot performance, but w/ self-training a BERT base sized model can achieve much better results!

Tags:

2022-04-13 A propos

Sentence Transformer Fine-Tuning (SetFit): Outperforming GPT-3 on few-shot Text-Classification while being 1600 times smaller | by Moshe Wasserblat (2021-12)

Tags:

2022-03-31 A propos

Nils Reimers sur Twitter : "Great post on SetFit"

Tags:

2022-03-31 A propos

[2203.14655] Few-Shot Learning with Siamese Networks and Label Tuning

Tags:

> the problem of building text classifiers with little or no training data.
>
> In recent years, an approach based on neural textual entailment models has been found to give strong results on a diverse range of tasks.

(cf. #[NLI](tag:nli), using the input text as the premise and the text representing the label as the hypothesis)

> In this work, we show that **with proper pre-training, Siamese Networks that embed texts and labels** offer a competitive alternative.
>
> We introduce **label tuning: fine-tuning the label embeddings only**. While giving lower performance than model fine-tuning (which updates all params of the model), this approach has the architectural advantage that a single encoder can be shared by many different tasks (we only fine-tune the label embeddings)
> The drop in quality can
be compensated by using a variant of **[Knowledge distillation](tag:knowledge_distillation)**

[Github](https://tinyurl.com/label-tuning), [Tweet](doc:2022/03/thomas_muller_sur_twitter_pa)

2022-03-30 A propos

Zero-Shot Learning in Modern NLP | Joe Davison Blog (2020-05)

Tags:

2021-02-23 A propos

raphaelsty/ckb: Contextual knowledge bases

Tags:

2020-11-09 A propos

[1904.08398] DocBERT: BERT for Document Classification

Tags:

2019-04-18 A propos

Tutorial on Text Classification (NLP) using ULMFiT and fastai Library in Python - Analytics Vidhya

Tags:

2018-12-01 A propos

Practical guide to text classification | Google Developers

Tags:

2018-07-23 A propos

Text Classification with TensorFlow Estimators

Tags:

2018-04-17 A propos

[1712.09405] Advances in Pre-Training Distributed Word Representations

Tags:

2017-12-29 A propos

Implementing a CNN for Text Classification in TensorFlow – WildML

Tags:

2017-11-06 A propos

Text Classification With Word2Vec - DS lore (2016)

Tags:

2017-05-18 A propos