SOTAVerified

Slot Filling

The goal of Slot Filling is to identify from a running dialog different slots, which correspond to different parameters of the user’s query. For instance, when a user queries for nearby restaurants, key slots for location and preferred food are required for a dialog system to retrieve the appropriate information. Thus, the main challenge in the slot-filling task is to extract the target entity.

Source: Real-time On-Demand Crowd-powered Entity Extraction

Image credit: Robust Retrieval Augmented Generation for Zero-shot Slot Filling

Papers

Showing 101150 of 458 papers

TitleStatusHype
Continual Learning with Dirichlet Generative-based Rehearsal0
Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack0
Counting Protests in News Articles: A Dataset and Semi-Automated Data Collection Pipeline0
CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding0
Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study0
Cross-Lingual Approaches to Reference Resolution in Dialogue Systems0
Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources0
A Sequence-to-sequence Approach for Numerical Slot-filling Dialog Systems0
CUAB: Supervised Learning of Disorders and their Attributes using Relations0
Data Augmentation by Data Noising for Open-vocabulary Slots in Spoken Language Understanding0
Combining Word Feature Vector Method with the Convolutional Neural Network for Slot Filling in Spoken Language Understanding0
Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding0
Combining Supervised and Unsupervised Enembles for Knowledge Base Population0
Data Query Language and Corpus Tools for Slot-Filling and Intent Classification Data0
DBpedia: A Multilingual Cross-domain Knowledge Base0
Decision-Theoretic Question Generation for Situated Reference Resolution: An Empirical Study and Computational Model0
Augmenting Task-Oriented Dialogue Systems with Relation Extraction0
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling0
An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding0
Automated Graph Generation at Sentence Level for Reading Comprehension Based on Conceptual Graphs0
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction0
Developing Dataset of Japanese Slot Filling Quizzes Designed for Evaluation of Machine Reading Comprehension0
Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems0
Dialogue Management based on Sentence Clustering0
Distant-Supervised Slot-Filling for E-Commerce Queries0
A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding0
Advancing Single and Multi-task Text Classification through Large Language Model Fine-tuning0
Combining Distant and Partial Supervision for Relation Extraction0
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications0
Co-guiding for Multi-intent Spoken Language Understanding0
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding0
A Joint Learning Framework With BERT for Spoken Language Understanding0
A deep learning approach for understanding natural language commands for mobile service robots0
A Robust Shallow Temporal Reasoning System0
CIS at TAC Cold Start 2015: Neural Networks and Coreference Resolution for Slot Filling0
A Joint and Domain-Adaptive Approach to Spoken Language Understanding0
CIF-PT: Bridging Speech and Text Representations for Spoken Language Understanding via Continuous Integrate-and-Fire Pre-Training0
Chefbot: A Novel Framework for the Generation of Commonsense-enhanced Responses for Task-based Dialogue Systems0
A Progressive Model to Enable Continual Learning for Semantic Slot Filling0
Feature Representation Learning for NL2SQL Generation Based on Coupling and Decoupling0
Challenges in the Knowledge Base Population Slot Filling Task0
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding0
Applications of NLG in practical conversational AI settings0
Can Current Task-oriented Dialogue Models Automate Real-world Scenarios in the Wild?0
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding0
AISFG: Abundant Information Slot Filling Generator0
Federated Learning for Spoken Language Understanding0
Few-shot Intent Classification and Slot Filling with Retrieved Examples0
A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems0
Show:102550
← PrevPage 3 of 10Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1single ngramKILT-AC73.2Unverified
2KGI_1KILT-AC72.31Unverified
3MetaRAGKILT-AC71.1Unverified
4KGI_0 (reupload)KILT-AC68.32Unverified
5WikipediaKILT-AC67.2Unverified
6Multitask DPR + BARTKILT-AC50.64Unverified
710kKILT-AC41.34Unverified
8DensePhrasesKILT-AC41.34Unverified
9RAGKILT-AC36.83Unverified
10Coop. Distil BertKILT-AC34.13Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-AC75.84Unverified
2KGI_1KILT-AC69.14Unverified
3WikipediaKILT-AC64.64Unverified
4MetaRAGKILT-AC61.88Unverified
5single ngramKILT-AC60.08Unverified
6KGI_0 (reupload)KILT-AC55.54Unverified
7Coop. DistilBertKILT-AC36.68Unverified
8DensePhrasesKILT-AC27.84Unverified
910kKILT-AC27.84Unverified
10RAGKILT-AC23.12Unverified
#ModelMetricClaimedVerifiedStatus
1BiSLUMicro F197.2Unverified
2SLIM (PACL)Micro F196.8Unverified
3SLIMMicro F196.5Unverified
4Uni-MISMicro F196.4Unverified
5TFMNMicro F196.4Unverified
6TFMN (PACL)Micro F196.3Unverified
7RoBERTa (PACL)Micro F196.2Unverified
8DGIFMicro F195.9Unverified
9SSRANMicro F195.8Unverified
10MISCAMicro F195.2Unverified
#ModelMetricClaimedVerifiedStatus
1MISCAMicro F190.5Unverified
2Co-guiding NetMicro F189.8Unverified
3SSRANMicro F189.4Unverified
4BiSLUMicro F189.4Unverified
5UGENMicro F189.2Unverified
6Topic InformationMicro F188.7Unverified
7SLIMMicro F188.5Unverified
8Global Intent-Slot Co-occurenceMicro F188.5Unverified
9DGIFMicro F188.5Unverified
10Uni-MISMicro F188.3Unverified
#ModelMetricClaimedVerifiedStatus
1CTRANF10.98Unverified
2Bi-model with a decoderF10.97Unverified
3Joint BERTF10.96Unverified
4Stack-Propagation (+BERT)F10.96Unverified
5JointBERT-CAEF10.96Unverified
6AGIFF10.96Unverified
7Joint BERT + CRFF10.96Unverified
8Attention Encoder-Decoder NNF10.96Unverified
9Context EncoderF10.96Unverified
10SF-IDF10.96Unverified
#ModelMetricClaimedVerifiedStatus
1CTRANF198.3Unverified
2Stack-Propagation (+BERT)F197Unverified
3JointBERT-CAEF197Unverified
4AGIFF194.8Unverified
5Stack-PropagationF194.2Unverified
6Context EncoderF193.6Unverified
7SF-IDF192.23Unverified
8Slot-Gated BLSTM with AttensionF188.8Unverified
9DecomposedMetaSLF1 (1-shot) avg74.89Unverified
10Capsule-NLUF10.92Unverified
#ModelMetricClaimedVerifiedStatus
1TDT 0-6F10.81Unverified
2Partially Fine-tuned HuBERTF10.75Unverified
3Multi-SLURPF10.64Unverified
4Finstreder (Conformer)F10.4Unverified
5Finstreder (Quartznet)F10.31Unverified
#ModelMetricClaimedVerifiedStatus
1XLM-R BaseSlot F1 Score83.6Unverified
2mT5 Base (encoder-only)Slot F1 Score82.2Unverified
3mT5 Base (text-to-text)Slot F1 Score81.3Unverified
#ModelMetricClaimedVerifiedStatus
1JointBERT-CAESlot F195.5Unverified
#ModelMetricClaimedVerifiedStatus
1CM-NetF186.16Unverified
#ModelMetricClaimedVerifiedStatus
1MIDASF1 score98.56Unverified
#ModelMetricClaimedVerifiedStatus
1MIDASF1 score99.28Unverified
#ModelMetricClaimedVerifiedStatus
1Fashion GAEFITB96.9Unverified
#ModelMetricClaimedVerifiedStatus
1General SLU Model w/ ProfileF10.83Unverified