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 301350 of 458 papers

TitleStatusHype
User Information Augmented Semantic Frame Parsing using Coarse-to-Fine Neural Networks0
UtahPOET: Disorder Mention Identification and Context Slot Filling with Cognitive Inspiration0
UTH-CCB: The Participation of the SemEval 2015 Challenge -- Task 140
Utterance Intent Classification of a Spoken Dialogue System with Efficiently Untied Recursive Autoencoders0
Variational Inference-Based Dropout in Recurrent Neural Networks for Slot Filling in Spoken Language Understanding0
VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering0
When ACE met KBP: End-to-End Evaluation of Knowledge Base Population with Component-level Annotation0
Where are we in semantic concept extraction for Spoken Language Understanding?0
WHISMA: A Speech-LLM to Perform Zero-shot Spoken Language Understanding0
Why Read if You Can Scan? Trigger Scoping Strategy for Biographical Fact Extraction0
Winners at W-NUT 2020 Shared Task-3: Leveraging Event Specific and Chunk Span information for Extracting COVID Entities from Tweets0
WiseReporter: A Korean Report Generation System0
Would you like to tell me more? Generating a corpus of psychotherapy dialogues0
Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables0
Zero-Shot Slot and Intent Detection in Low-Resource Languages0
Zero-shot Slot Filling in the Age of LLMs for Dialogue Systems0
mForms : Multimodal Form-Filling with Question Answering0
A physics-informed Bayesian optimization method for rapid development of electrical machines0
A Career Interview Dialogue System using Large Language Model-based Dynamic Slot Generation0
A Comparison of the Events and Relations Across ACE, ERE, TAC-KBP, and FrameNet Annotation Standards0
Actigraphy-based Sleep/Wake Pattern Detection using Convolutional Neural Networks0
A deep learning approach for understanding natural language commands for mobile service robots0
Advancing Single and Multi-task Text Classification through Large Language Model Fine-tuning0
Adversarial Semantic Decoupling for Recognizing Open-Vocabulary Slots0
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding0
A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding0
After Dialog Went Pervasive: Separating Dialog Behavior Modeling and Task Modeling0
A Generative Model for User Simulation in a Spatial Navigation Domain0
Aggregating E-commerce Search Results from Heterogeneous Sources via Hierarchical Reinforcement Learning0
A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems0
AISFG: Abundant Information Slot Filling Generator0
A Joint and Domain-Adaptive Approach to Spoken Language Understanding0
A Joint Learning Framework With BERT for Spoken Language Understanding0
Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems0
An Adapter-Based Unified Model for Multiple Spoken Language Processing Tasks0
Analysing recall loss in named entity slot filling0
Analysis and Refinement of Temporal Relation Aggregation0
An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition0
An Entity-Centric Coreference Resolution System for Person Entities with Rich Linguistic Information0
A New Concept of Deep Reinforcement Learning based Augmented General Tagging System0
An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling0
Answer Extraction by Recursive Parse Tree Descent0
Applications of NLG in practical conversational AI settings0
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding0
A Progressive Model to Enable Continual Learning for Semantic Slot Filling0
A Robust Shallow Temporal Reasoning System0
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding0
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications0
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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