OpenCodePapers

conversational-response-selection-on-douban-1

Conversational Response Selection
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PaperCodeMAPMRRP@1R10@1R10@2R10@5ModelNameReleaseDate
Knowledge-aware response selection with semantics underlying multi-turn open-domain conversations✓ Link0.6510.6870.5100.3280.5520.877SEMSOL(W/o utterances)2023-07-27
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems✓ Link0.6480.6880.5180.3270.5570.865Uni-Enc+BERT-FP2021-06-02
Fine-grained Post-training for Improving Retrieval-based Dialogue Systems✓ Link0.6440.6800.5120.3240.5420.870BERT-FP2021-05-24
Knowledge-aware response selection with semantics underlying multi-turn open-domain conversations✓ Link0.6400.6780.5110.3300.5200.870SEMSOL2023-07-27
Dialogue Response Selection with Hierarchical Curriculum Learning✓ Link0.6390.6810.5140.3300.5310.858SA-BERT+HCL2020-12-29
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection✓ Link0.6250.6640.4990.3180.4820.858UMS_BERT+2020-09-10
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems✓ Link0.6220.6620.4810.3030.5140.852Uni-Encoder2021-06-02
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots✓ Link0.6190.6590.4960.3130.4810.847SA-BERT2020-04-07
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring✓ Link0.6080.6500.4750.2990.4940.822Poly-encoder2019-04-22
An Effective Domain Adaptive Post-Training Method for BERT in Response Selection✓ Link0.5910.6330.4540.2800.4700.828BERT2019-08-13
Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots✓ Link0.5870.6320.4700.2950.4520.788MSN2019-11-01
One Time of Interaction May Not Be Enough: Go Deep with an Interaction-over-Interaction Network for Response Selection in Dialogues✓ Link0.5730.6210.4440.2690.4510.786IoI2019-07-01
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots✓ Link0.5700.6150.4330.2620.4520.789IMN2019-01-07
Modeling Multi-turn Conversation with Deep Utterance Aggregation✓ Link0.5510.5990.4210.2430.4210.780DUA2018-06-24
Multi-Turn Response Selection for Chatbots with Deep Attention Matching Network✓ Link0.5500.6010.4270.2540.4100.757DAM2018-07-01
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots✓ Link0.5290.5690.3970.2330.3960.724SMN2016-12-06