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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 458 papers

TitleStatusHype
Automated Graph Generation at Sentence Level for Reading Comprehension Based on Conceptual Graphs—0
An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants—0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding—0
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling—0
Decision-Theoretic Question Generation for Situated Reference Resolution: An Empirical Study and Computational Model—0
DBpedia: A Multilingual Cross-domain Knowledge Base—0
Augmenting Task-Oriented Dialogue Systems with Relation Extraction—0
Data Query Language and Corpus Tools for Slot-Filling and Intent Classification Data—0
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU—0
Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding—0
Data Augmentation for Personal Knowledge Base Population—0
A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings—0
Analysis and Refinement of Temporal Relation Aggregation—0
A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices—0
Data Augmentation by Data Noising for Open-vocabulary Slots in Spoken Language Understanding—0
CUAB: Supervised Learning of Disorders and their Attributes using Relations—0
Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources—0
Attention-based Semantic Priming for Slot-filling—0
Analysing recall loss in named entity slot filling—0
Cross-Lingual Approaches to Reference Resolution in Dialogue Systems—0
Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study—0
CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding—0
Counting Protests in News Articles: A Dataset and Semi-Automated Data Collection Pipeline—0
A Transformer-based Threshold-Free Framework for Multi-Intent NLU—0
An Adapter-Based Unified Model for Multiple Spoken Language Processing Tasks—0
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding—0
Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack—0
Continual Learning with Dirichlet Generative-based Rehearsal—0
A survey of joint intent detection and slot-filling models in natural language understanding—0
Improving Slot Filling by Utilizing Contextual Information—0
Contextual Slot Carryover for Disparate Schemas—0
A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog—0
Confidence Estimation for Knowledge Base Population—0
Impact of Coreference Resolution on Slot Filling—0
CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection—0
Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding—0
IKE - An Interactive Tool for Knowledge Extraction—0
Comparing Convolutional Neural Networks to Traditional Models for Slot Filling—0
A Statistical Spoken Dialogue System using Complex User Goals and Value Directed Compression—0
Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems—0
Adversarial Semantic Decoupling for Recognizing Open-Vocabulary Slots—0
A Comparison of the Events and Relations Across ACE, ERE, TAC-KBP, and FrameNet Annotation Standards—0
IBC-C: A Dataset for Armed Conflict Analysis—0
Impact of ASR N-Best Information on Bayesian Dialogue Act Recognition—0
Comparing Automatic Evaluation Measures for Image Description—0
Improved NL2SQL based on Multi-layer Expert Network—0
I^2KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding—0
Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis—0
Hybrid Dialog State Tracker with ASR Features—0
Combining Word-Level and Character-Level Representations for Relation Classification of Informal Text—0
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All datasetsKILT: Zero Shot REKILT: T-RExMixSNIPSMixATISATISSNIPSSLURPMASSIVEATIS (vi)CAISDialogue State Tracking ChallengeMULTIWOZ 2.2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1single ngramKILT-AC73.2—Unverified
2KGI_1KILT-AC72.31—Unverified
3MetaRAGKILT-AC71.1—Unverified
4KGI_0 (reupload)KILT-AC68.32—Unverified
5WikipediaKILT-AC67.2—Unverified
6Multitask DPR + BARTKILT-AC50.64—Unverified
710kKILT-AC41.34—Unverified
8DensePhrasesKILT-AC41.34—Unverified
9RAGKILT-AC36.83—Unverified
10Coop. Distil BertKILT-AC34.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-AC75.84—Unverified
2KGI_1KILT-AC69.14—Unverified
3WikipediaKILT-AC64.64—Unverified
4MetaRAGKILT-AC61.88—Unverified
5single ngramKILT-AC60.08—Unverified
6KGI_0 (reupload)KILT-AC55.54—Unverified
7Coop. DistilBertKILT-AC36.68—Unverified
8DensePhrasesKILT-AC27.84—Unverified
910kKILT-AC27.84—Unverified
10RAGKILT-AC23.12—Unverified
#ModelMetricClaimedVerifiedStatus
1BiSLUMicro F197.2—Unverified
2SLIM (PACL)Micro F196.8—Unverified
3SLIMMicro F196.5—Unverified
4Uni-MISMicro F196.4—Unverified
5TFMNMicro F196.4—Unverified
6TFMN (PACL)Micro F196.3—Unverified
7RoBERTa (PACL)Micro F196.2—Unverified
8DGIFMicro F195.9—Unverified
9SSRANMicro F195.8—Unverified
10MISCAMicro F195.2—Unverified
#ModelMetricClaimedVerifiedStatus
1MISCAMicro F190.5—Unverified
2Co-guiding NetMicro F189.8—Unverified
3SSRANMicro F189.4—Unverified
4BiSLUMicro F189.4—Unverified
5UGENMicro F189.2—Unverified
6Topic InformationMicro F188.7—Unverified
7SLIMMicro F188.5—Unverified
8Global Intent-Slot Co-occurenceMicro F188.5—Unverified
9DGIFMicro F188.5—Unverified
10Uni-MISMicro F188.3—Unverified
#ModelMetricClaimedVerifiedStatus
1CTRANF10.98—Unverified
2Bi-model with a decoderF10.97—Unverified
3Joint BERTF10.96—Unverified
4Stack-Propagation (+BERT)F10.96—Unverified
5JointBERT-CAEF10.96—Unverified
6AGIFF10.96—Unverified
7Joint BERT + CRFF10.96—Unverified
8Attention Encoder-Decoder NNF10.96—Unverified
9Context EncoderF10.96—Unverified
10SF-IDF10.96—Unverified
#ModelMetricClaimedVerifiedStatus
1CTRANF198.3—Unverified
2Stack-Propagation (+BERT)F197—Unverified
3JointBERT-CAEF197—Unverified
4AGIFF194.8—Unverified
5Stack-PropagationF194.2—Unverified
6Context EncoderF193.6—Unverified
7SF-IDF192.23—Unverified
8Slot-Gated BLSTM with AttensionF188.8—Unverified
9DecomposedMetaSLF1 (1-shot) avg74.89—Unverified
10Capsule-NLUF10.92—Unverified
#ModelMetricClaimedVerifiedStatus
1TDT 0-6F10.81—Unverified
2Partially Fine-tuned HuBERTF10.75—Unverified
3Multi-SLURPF10.64—Unverified
4Finstreder (Conformer)F10.4—Unverified
5Finstreder (Quartznet)F10.31—Unverified
#ModelMetricClaimedVerifiedStatus
1XLM-R BaseSlot F1 Score83.6—Unverified
2mT5 Base (encoder-only)Slot F1 Score82.2—Unverified
3mT5 Base (text-to-text)Slot F1 Score81.3—Unverified
#ModelMetricClaimedVerifiedStatus
1JointBERT-CAESlot F195.5—Unverified
#ModelMetricClaimedVerifiedStatus
1CM-NetF186.16—Unverified
#ModelMetricClaimedVerifiedStatus
1MIDASF1 score98.56—Unverified
#ModelMetricClaimedVerifiedStatus
1MIDASF1 score99.28—Unverified
#ModelMetricClaimedVerifiedStatus
1Fashion GAEFITB96.9—Unverified
#ModelMetricClaimedVerifiedStatus
1General SLU Model w/ ProfileF10.83—Unverified