Conversational Response Selection On Ubuntu 1

Metrics

R10@1

R10@2

R10@5

Results

Performance results of various models on this benchmark

Model Name	R10@1	R10@2	R10@5	Paper Title	Repository
BERT-FP	0.911	0.962	0.994	Fine-grained Post-training for Improving Retrieval-based Dialogue Systems
ESIM	0.796	0.894	0.975	Sequential Attention-based Network for Noetic End-to-End Response Selection
Poly-encoder	0.882	0.949	0.990	Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring
DAM	0.767	0.874	0.969	Multi-Turn Response Selection for Chatbots with Deep Attention Matching Network
Uni-Enc+BERT-FP	0.916	0.965	0.994	Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems
WDMN	0.821	0.911	0.981	Response Ranking with Multi-types of Deep Interactive Representations in Retrieval-based Dialogues
Multi-View	0.662	0.801	0.951	-	-
DUA	0.752	0.868	0.962	Modeling Multi-turn Conversation with Deep Utterance Aggregation
Dial-MAE	0.918	0.964	0.993	Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems
Dual-LSTM	0.604	0.745	0.926	The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems
UMS_BERT+	0.875	0.942	0.988	Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection
TripleNet	0.790	0.885	0.970	TripleNet: Triple Attention Network for Multi-Turn Response Selection in Retrieval-based Chatbots	-
DAM-Semi	0.785	0.883	0.974	Sampling Matters! An Empirical Study of Negative Sampling Strategies for Learning of Matching Models in Retrieval-based Dialogue Systems	-
BERT-SL	0.884	0.946	0.990	Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues	-
MSN	0.800	0.899	0.978	Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots
SMN	0.726	0.822	0.960	Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots
BERT-FP+EDHNS	0.917	0.965	0.994	Efficient Dynamic Hard Negative Sampling for Dialogue Selection
DAM-MG	0.753	-	-	Multi-Granularity Representations of Dialog	-
BERT-VFT	0.855	0.928	0.985	An Effective Domain Adaptive Post-Training Method for BERT in Response Selection
Uni-Encoder	0.886	0.946	0.989	Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems

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