Document Ranking

Sort documents according to some criterion so that the "best" results appear early in the result list displayed to the user (Source: Wikipedia).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 168 papers

Title	Date	Tasks	Status	Hype
Multi-Stage Pre-training for Low-Resource Domain Adaptation	Oct 12, 2020	Document RankingDomain Adaptation	—Unverified	0
Longformer for MS MARCO Document Re-ranking Task	Sep 20, 2020	Document RankingInformation Retrieval	CodeCode Available	1
Simplified TinyBERT: Knowledge Distillation for Document Retrieval	Sep 16, 2020	Document RankingKnowledge Distillation	CodeCode Available	1
PARADE: Passage Representation Aggregation for Document Reranking	Aug 20, 2020	Ad-Hoc Information RetrievalDocument Ranking	CodeCode Available	1
Fine-Grained Relevance Annotations for Multi-Task Document Ranking and Question Answering	Aug 12, 2020	Document RankingQuestion Answering	CodeCode Available	0
Analysing the Effect of Clarifying Questions on Document Ranking in Conversational Search	Aug 9, 2020	Conversational SearchDocument Ranking	—Unverified	0
AWS CORD-19 Search: A Neural Search Engine for COVID-19 Literature	Jul 17, 2020	ArticlesDocument Ranking	—Unverified	0
Deep Reinforced Query Reformulation for Information Retrieval	Jul 15, 2020	Document RankingInformation Retrieval	—Unverified	0
GLOW : Global Weighted Self-Attention Network for Web Search	Jul 10, 2020	Document RankingInformation Retrieval	CodeCode Available	1
Local Self-Attention over Long Text for Efficient Document Retrieval	May 11, 2020	Document RankingRetrieval	CodeCode Available	1
Development of Natural Language Processing Tools to Support Determination of Federal Disability Benefits in the U.S.	May 1, 2020	Document Rankingnamed-entity-recognition	—Unverified	0
Efficient Document Re-Ranking for Transformers by Precomputing Term Representations	Apr 29, 2020	Document RankingQuestion Answering	CodeCode Available	0
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT	Apr 27, 2020	Document RankingInformation Retrieval	CodeCode Available	2
Cross-lingual Information Retrieval with BERT	Apr 24, 2020	Cross-Lingual Information RetrievalDocument Ranking	CodeCode Available	0
Learning-to-Rank with BERT in TF-Ranking	Apr 17, 2020	Document RankingLearning-To-Rank	—Unverified	0
Document Ranking with a Pretrained Sequence-to-Sequence Model	Mar 14, 2020	Ad-Hoc Information RetrievalDocument Ranking	CodeCode Available	1
TU Wien @ TREC Deep Learning '19 -- Simple Contextualization for Re-ranking	Dec 3, 2019	Deep LearningDocument Ranking	CodeCode Available	1
Multi-Stage Document Ranking with BERT	Oct 31, 2019	Document RankingLanguage Modeling	CodeCode Available	1
MarlRank: Multi-agent Reinforced Learning to Rank	Sep 15, 2019	Document RankingLearning-To-Rank	—Unverified	0
A review on ranking problems in statistical learning	Sep 6, 2019	Document RankingFraud Detection	—Unverified	0
HARE: a Flexible Highlighting Annotator for Ranking and Exploration	Aug 29, 2019	Document Ranking	CodeCode Available	0
XLNet: Generalized Autoregressive Pretraining for Language Understanding	Jun 19, 2019	Audio Question AnsweringChinese Reading Comprehension	CodeCode Available	1
Context Attentive Document Ranking and Query Suggestion	Jun 5, 2019	Document RankingRetrieval	CodeCode Available	1
A Passage-Based Approach to Learning to Rank Documents	Jun 5, 2019	Document RankingLearning-To-Rank	—Unverified	0
Unsupervised Neural Generative Semantic Hashing	Jun 3, 2019	Code GenerationDocument Ranking	—Unverified	0

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All datasets DaReCzech ClueWeb09-B

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Query-doc RobeCzech (Roberta-base)	P@10	46.73	—	Unverified
2	Query-doc Small-E-Czech (Electra-small)	P@10	46.3	—	Unverified
3	Siamese Small-E-Czech (Electra-small)	P@10	45.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XLNet	ERR@20	20.28	—	Unverified