OpenCodePapers

question-answering-on-trecqa

Question Answering

Results over time

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Leaderboard

Paper	Code	MAP	MRR	ModelName	ReleaseDate
Structural Self-Supervised Objectives for Transformers	✓ Link	0.954	0.984	TANDA DeBERTa-V3-Large + ALL	2023-09-15
TANDA: Transfer and Adapt Pre-Trained Transformer Models for Answer Sentence Selection	✓ Link	0.943	0.974	TANDA-RoBERTa (ASNQ, TREC-QA)	2019-11-11
Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection		0.923	0.946	DeBERTa-V3-Large + SSP	2022-05-20
Context-Aware Transformer Pre-Training for Answer Sentence Selection		0.919	0.945	Contextual DeBERTa-V3-Large + SSP	2023-05-24
RLAS-BIABC: A Reinforcement Learning-Based Answer Selection Using the BERT Model Boosted by an Improved ABC Algorithm		0.913	0.998	RLAS-BIABC	2023-01-07
Paragraph-based Transformer Pre-training for Multi-Sentence Inference	✓ Link	0.911	0.952	RoBERTa-Base Joint + MSPP	2022-05-02
Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection		0.903	0.951	RoBERTa-Base + PSD	2022-05-20
A Compare-Aggregate Model with Latent Clustering for Answer Selection		0.868	0.928	Comp-Clip + LM + LC	2019-05-30
Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications	✓ Link	0.7773	0.7416	NLP-Capsule	2019-06-06
Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering	✓ Link	0.770	0.825	HyperQA	2017-07-25
Pairwise Word Interaction Modeling with Deep Neural Networks for Semantic Similarity Measurement		0.7588	0.8219	PWIN	2016-06-01
aNMM: Ranking Short Answer Texts with Attention-Based Neural Matching Model	✓ Link	0.750	0.811	aNMM	2018-01-05
Deep Learning for Answer Sentence Selection	✓ Link	0.711	0.785	CNN	2014-12-04