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 401450 of 458 papers

TitleStatusHype
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
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling0
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
Domain Adaptation of Recurrent Neural Networks for Natural Language Understanding0
Don't Parse, Generate! A Sequence to Sequence Architecture for Task-Oriented Semantic Parsing0
Don't Parse, Insert: Multilingual Semantic Parsing with Insertion Based Decoding0
DP-KB: Data Programming with Knowledge Bases Improves Transformer Fine Tuning for Answer Sentence Selection0
Effective Slot Filling Based on Shallow Distant Supervision Methods0
Elastic CRFs for Open-ontology Slot Filling0
Emergence of Gricean Maxims from Multi-Agent Decision Theory0
Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling0
End-to-End Spoken Language Understanding Without Full Transcripts0
Enhancing Low Resource NER Using Assisting Language And Transfer Learning0
Enriched Pre-trained Transformers for Joint Slot Filling and Intent Detection0
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding0
Evaluation of Online Dialogue Policy Learning Techniques0
Event Extraction Using Distant Supervision0
Event Linking with Sentential Features from Convolutional Neural Networks0
Experimental Evaluation of Machine Learning Models for Goal-oriented Customer Service Chatbot with Pipeline Architecture0
Explainable and Accurate Natural Language Understanding for Voice Assistants and Beyond0
Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling0
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding0
Exploiting Topic Information for Joint Intent Detection and Slot Filling0
Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding0
Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems0
ezDI: A Supervised NLP System for Clinical Narrative Analysis0
Feature Representation Learning for NL2SQL Generation Based on Coupling and Decoupling0
Federated Learning for Spoken Language Understanding0
Few-shot Intent Classification and Slot Filling with Retrieved Examples0
Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF0
Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking0
Flee the Flaw: Annotating the Underlying Logic of Fallacious Arguments Through Templates and Slot-filling0
FLIN: A Flexible Natural Language Interface for Web Navigation0
Generalized Multiple Intent Conditioned Slot Filling0
Generation of complex database queries and API calls from natural language utterances0
Generative Encoder-Decoder Models for Task-Oriented Spoken Dialog Systems with Chatting Capability0
Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling0
HAN: Higher-order Attention Network for Spoken Language Understanding0
HCLD: A Hierarchical Framework for Zero-shot Cross-lingual Dialogue System0
HierTOD: A Task-Oriented Dialogue System Driven by Hierarchical Goals0
HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation0
How Does Beam Search improve Span-Level Confidence Estimation in Generative Sequence Labeling?0
Hybrid Dialog State Tracker with ASR Features0
I^2KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding0
Show:102550
← PrevPage 9 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