Dialogue Understanding

29 papers with code • 0 benchmarks • 9 datasets

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PromptCBLUE: A Chinese Prompt Tuning Benchmark for the Medical Domain

michael-wzhu/PromptCBLUE 22 Oct 2023

Biomedical language understanding benchmarks are the driving forces for artificial intelligence applications with large language model (LLM) back-ends.

268
22 Oct 2023

From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed Dialogues

lcs2-iiitd/emnlp-coffee 19 Oct 2023

Recognizing that emotional intelligence encompasses a comprehension of worldly knowledge, we propose an innovative approach that integrates commonsense information with dialogue context to facilitate a deeper understanding of emotions.

1
19 Oct 2023

Revisit Input Perturbation Problems for LLMs: A Unified Robustness Evaluation Framework for Noisy Slot Filling Task

dongguanting/noise-slot-filling-llm 10 Oct 2023

To address these challenges, we propose a unified robustness evaluation framework based on the slot-filling task to systematically evaluate the dialogue understanding capability of LLMs in diverse input perturbation scenarios.

6
10 Oct 2023

VSTAR: A Video-grounded Dialogue Dataset for Situated Semantic Understanding with Scene and Topic Transitions

patrick-tssn/VSTAR 30 May 2023

Video-grounded dialogue understanding is a challenging problem that requires machine to perceive, parse and reason over situated semantics extracted from weakly aligned video and dialogues.

10
30 May 2023

Medical Dialogue Generation via Dual Flow Modeling

kaishxu/DFMed 29 May 2023

It extracts the medical entities and dialogue acts used in the dialogue history and models their transitions with an entity-centric graph flow and a sequential act flow, respectively.

6
29 May 2023

Hierarchical Dialogue Understanding with Special Tokens and Turn-level Attention

shawx825/hidialog Tiny Papers @ ICLR 2023

We evaluate our model on various dialogue understanding tasks including dialogue relation extraction, dialogue emotion recognition, and dialogue act classification.

18
29 Apr 2023

ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control Communications

idiap/atco2-corpus 8 Nov 2022

In this paper, we introduce the ATCO2 corpus, a dataset that aims at fostering research on the challenging ATC field, which has lagged behind due to lack of annotated data.

34
08 Nov 2022

DialoGen: Generalized Long-Range Context Representation for Dialogue Systems

suvodipdey/dialogen 12 Oct 2022

In this work, we propose DialoGen, a novel encoder-decoder based framework for dialogue generation with a generalized context representation that can look beyond the last-$k$ utterances.

0
12 Oct 2022

Semantic-based Pre-training for Dialogue Understanding

goodbai-nlp/sem-plm COLING 2022

However, these models are typically trained on surface dialogue text, thus are proven to be weak in understanding the main semantic meaning of a dialogue context.

9
19 Sep 2022

Learning Dialogue Representations from Consecutive Utterances

amazon-research/dse NAACL 2022

In this paper, we introduce Dialogue Sentence Embedding (DSE), a self-supervised contrastive learning method that learns effective dialogue representations suitable for a wide range of dialogue tasks.

43
26 May 2022