Semanlink - Contextualized word representations AND Information retrieval

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Arxiv Doc - BERT - Discuté avec Raphaël - Domain adaptation - Domain adaptation (NLP) - EMNLP 2019 - Entities and LM - Entity Retrieval - GitHub project - GPL (Generative Pseudo Labeling) - Information retrieval - J'y étais - KG-aware low-resource learning - Knowledge distillation - Long documents - Multilingual embeddings - Multiple negatives ranking (MNR) loss - Neural Search - Nils Reimers - NLP@Alibaba - NLP@Facebook - NLP@Microsoft - NLP and Search - Pinecone - Ranking (information retrieval) - Representation of text + metadata - Semantic Search - Sentence-BERT - Sentence-BERT: Domain adaptation - Sentence Embeddings - Siamese networks - Similarity queries / Vector search - Slides - Synthetic data (NLP) - Synthetic QA data - TensorFlow - Text Classification - Text Similarity - Transformers - Tutorial - Tweet - Unsupervised Domain Adaptation (NLP) - Unsupervised Sentence Embedding Learning - Wikipedia -

Contextualized word representations AND Information retrieval

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27 Documents

An efficient long-text semantic retrieval approach via utilizing presentation learning on short-text | Complex & Intelligent Systems (2023)

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2024-01-31 A propos

Rethinking Query Expansion for BERT Reranking | Advances in Information Retrieval (2020)

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2023-10-29 A propos

[2002.06275] TwinBERT: Distilling Knowledge to Twin-Structured BERT Models for Efficient Retrieval

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2023-08-27 A propos

Domain Adaptation with Generative Pseudo-Labeling (GPL) | Pinecone

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2023-04-09 A propos

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

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2023-04-07 A propos

Multilingual Sentence Transformers | Pinecone

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2023-01-13 A propos

[2205.11498] Domain Adaptation for Memory-Efficient Dense Retrieval

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2022-09-26 A propos

[2205.00820] Entity-aware Transformers for Entity Search

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2022-07-12 A propos

BERTopic: The Future of Topic Modeling | Pinecone

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2022-05-12 A propos

NAVER LABS Europe : "@Nils_Reimers of @huggingface on 'Unsupervised domain adaptation for neural search'"

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2022-03-09 A propos

Domain Transfer with BERT | Pinecone

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2022-01-04 A propos

Making the Most of Data: Augmentation with BERT | Pinecone

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2021-12-18 A propos

[2112.07577] GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval

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An unsupervised domain adaptation technique for dense retrieval models

1. synthetic queries
are generated for each passage from the target corpus (using an existing pre-trained [T5](tag:text_to_text_transfer_transformer)
encoder-decoder)
2. the generated queries are used for mining negative
passages (retrieving the most similar
paragraphs using an existing dense retrieval
model == hard negatives!)
3. the query-passage pairs are labeled by a cross-encoder and used to train the domain-adapted
dense retriever (using method described in [Hofstätter et al.,
2020](doc:2021/12/2010_02666_improving_efficien))

[Nils Reimers sur Twitter](doc:2021/12/nils_reimers_sur_twitter_do_), [GitHub](https://github.com/UKPLab/gpl),  by the author of [TSDAE](doc:2021/09/2104_06979_tsdae_using_trans)

Claims to improve "Doc2Query" [Document Expansion by Query Prediction](doc:2022/01/1904_08375_document_expansion): ([src](https://twitter.com/KexinWang2049/status/1471435779415150598))

> - GPL: Uses doc2query to construct synthetic data and does knowledge distillation (i.e. training) on that data.
> - Doc2query: Generates queries to extend the documents and use BM25 on top of them w/o training.

2021-12-15 A propos

Semantic search through a vectorized Wikipedia (SentenceBERT) with the Weaviate vector search engine

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2021-12-05 A propos

Unsupervised Training for Sentence Transformers | Pinecone

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2021-11-24 A propos

Multilingual Sentence Transformers | Pinecone

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2021-11-04 A propos

Next-Gen Sentence Embeddings with Multiple Negatives Ranking Loss | Pinecone

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2021-10-27 A propos

Sentence Embeddings and Transformers | Pinecone

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2021-10-23 A propos

Nils Reimers sur Twitter : "New models for Neural Information Retrieval..."

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2021-04-17 A propos

[2007.12603] IR-BERT: Leveraging BERT for Semantic Search in Background Linking for News Articles

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2021-04-12 A propos

[1901.04085] Passage Re-ranking with BERT

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2021-03-26 A propos

Rodrigo Nogueira sur Twitter : "Slides of our WSDM 2021 tutorial "Pretrained Transformers for Text Ranking: BERT and Beyond"

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2021-03-09 A propos

[1911.03814] Scalable Zero-shot Entity Linking with Dense Entity Retrieval

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2020-05-02 A propos

Building a Search Engine with BERT and TensorFlow - Towards Data Science

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2020-01-12 A propos

Elasticsearch meets BERT: Building Search Engine with Elasticsearch and BERT

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2020-01-10 A propos

[1902.10909] BERT for Joint Intent Classification and Slot Filling

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2020-01-09 A propos

[1908.10084] Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

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2019-08-28 A propos