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Dialogue State Tracking

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평가표: 7
보존된 평가 기록: 39

Dialogue state tacking consists of determining at each turn of a dialogue the full representation of what the user wants at that point in the dialogue, which contains a goal constraint, a set of requested slots, and the user's dialogue act.

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/AlibabaResearch/DAMO-ConvAI/tree/main/pace

공식 코드

PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional Experts

https://github.com/BDBC-KG-NLP/PIN_EMNLP2020

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Parallel Interactive Networks for Multi-Domain Dialogue State Generation

https://github.com/BDBC-KG-NLP/TEN_EMNLP2020

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Neural Dialogue State Tracking with Temporally Expressive Networks

https://github.com/ElementAI/picard

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PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models

https://github.com/HLTCHKUST/ke-dialogue

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Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems

https://github.com/KLUE-benchmark/KLUE

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KLUE: Korean Language Understanding Evaluation

https://github.com/MiuLab/Time-SLU

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Dynamic Time-Aware Attention to Speaker Roles and Contexts for Spoken Language Understanding

https://github.com/PaddlePaddle/Knover/tree/develop/projects/AG-DST

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Amendable Generation for Dialogue State Tracking

https://github.com/SLEEPWALKERG/LLM-DST-EVAL

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A Two-dimensional Zero-shot Dialogue State Tracking Evaluation Method using GPT-4

https://github.com/ToLightUpTheSky/ParsingDST

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Semantic Parsing by Large Language Models for Intricate Updating Strategies of Zero-Shot Dialogue State Tracking

https://github.com/WoodScene/RoS

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Continual Dialogue State Tracking via Reason-of-Select Distillation

https://github.com/WoodScene/TaSL

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TaSL: Continual Dialog State Tracking via Task Skill Localization and Consolidation

https://github.com/adamlin120/cldst

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An Empirical Study of Cross-Lingual Transferability in Generative Dialogue State Tracker

https://github.com/alexa/dstqa

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Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering

https://github.com/algoprog/syntod

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Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models

https://github.com/amazon-research/tanl

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Structured Prediction as Translation between Augmented Natural Languages

https://github.com/amazon-science/efficient-dialogue-state-tracking-by-sequential-information-processing

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Diable: Efficient Dialogue State Tracking as Operations on Tables

https://github.com/andreamad8/FSB

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Few-Shot Bot: Prompt-Based Learning for Dialogue Systems

https://github.com/awslabs/pptod

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Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System

https://github.com/boru-roylu/encode-once-and-decode-in-parallel

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Efficient Encoder-Decoder Transformer Decoding for Decomposable Tasks

https://github.com/budzianowski/multiwoz

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MultiWOZ 2.1: A Consolidated Multi-Domain Dialogue Dataset with State Corrections and State Tracking Baselines

https://github.com/cambridgeltl/post-specialisation

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Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources

https://github.com/cgraywang/deepstruct

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DeepStruct: Pretraining of Language Models for Structure Prediction

https://github.com/chiahsuan156/dst-as-prompting

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Dialogue State Tracking with a Language Model using Schema-Driven Prompting

https://github.com/clovaai/som-dst

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Efficient Dialogue State Tracking by Selectively Overwriting Memory

https://github.com/coastalcph/dialog-rl

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Domain Transfer in Dialogue Systems without Turn-Level Supervision

https://github.com/csu-signal/Common-Ground-detection

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Common Ground Tracking in Multimodal Dialogue

https://github.com/cuthalionn/prompter

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Prompter: Zero-shot Adaptive Prefixes for Dialogue State Tracking Domain Adaptation

https://github.com/ddenley/multi-person-quiz

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Detecting agreement in multi-party dialogue: evaluating speaker diarisation versus a procedural baseline to enhance user engagement

https://github.com/eastha0526/beyond-ontology-in-dst

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Beyond Ontology in Dialogue State Tracking for Goal-Oriented Chatbot

https://github.com/elnaaz/GCE-Model

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Toward Scalable Neural Dialogue State Tracking Model

https://github.com/facebookresearch/Zero-Shot-DST

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Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue State Tracking

https://github.com/facebookresearch/dst-egqa

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Continual Dialogue State Tracking via Example-Guided Question Answering

https://github.com/facebookresearch/fnctod

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Large Language Models as Zero-shot Dialogue State Tracker through Function Calling

https://github.com/facebookresearch/nuanced

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NUANCED: Natural Utterance Annotation for Nuanced Conversation with Estimated Distributions

https://github.com/gglab-ku/open-vocab-dialogue-understanding

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A Zero-Shot Open-Vocabulary Pipeline for Dialogue Understanding

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