Evaluating Embedding APIs for Information Retrieval

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Evaluating Embedding APIs for Information Retrieval

10 May 2023

Xinyu Crystina Zhang

Odunayo Ogundepo

David Alfonso-Hermelo

Mehdi Rezagholizadeh

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Papers citing "Evaluating Embedding APIs for Information Retrieval"

19 / 19 papers shown

Title
Language Models are Universal Embedders Xin Zhang Zehan Li Yanzhao Zhang Dingkun Long Pengjun Xie Meishan Zhang Min Zhang KELM ELM 252 9 0 12 Oct 2023
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 529 6,293 0 05 Apr 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 374 444 0 24 Jan 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 213 923 0 16 Dec 2021
Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models Jianmo Ni Gustavo Hernández Ábrego Noah Constant Ji Ma Keith B. Hall Daniel Cer Yinfei Yang 225 565 0 19 Aug 2021
Self-Guided Contrastive Learning for BERT Sentence Representations Taeuk Kim Kang Min Yoo Sang-goo Lee SSL 97 205 0 03 Jun 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 280 3,415 0 18 Apr 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 425 1,055 0 17 Apr 2021
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling Sebastian Hofstatter Sheng-Chieh Lin Jheng-Hong Yang Jimmy J. Lin Allan Hanbury VLM 90 402 0 14 Apr 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 248 267 0 08 Dec 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 383 627 0 13 Oct 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 141 1,234 0 01 Jul 2020
Are All Languages Created Equal in Multilingual BERT? Shijie Wu Mark Dredze 76 323 0 18 May 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 138 1,377 0 27 Apr 2020
On Layer Normalization in the Transformer Architecture Ruibin Xiong Yunchang Yang Di He Kai Zheng Shuxin Zheng Chen Xing Huishuai Zhang Yanyan Lan Liwei Wang Tie-Yan Liu AI4CE 145 996 0 12 Feb 2020
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 255 7,554 0 02 Oct 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,316 0 27 Aug 2019
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 156 2,745 0 28 Nov 2016
A Convolutional Neural Network for Modelling Sentences Nal Kalchbrenner Edward Grefenstette Phil Blunsom 109 3,559 0 08 Apr 2014