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
Comparing Convolutional Neural Networks to Traditional Models for Slot Filling0
Leveraging Sentence-level Information with Encoder LSTM for Semantic Slot Filling0
Multilingual Relation Extraction using Compositional Universal SchemaCode0
Biography-Dependent Collaborative Entity Archiving for Slot Filling0
Open Extraction of Fine-Grained Political Statements0
Stacked Ensembles of Information Extractors for Knowledge-Base Population0
Joint Information Extraction and Reasoning: A Scalable Statistical Relational Learning Approach0
Dialogue Management based on Sentence Clustering0
Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems0
Leveraging Linguistic Structure For Open Domain Information Extraction0
ezDI: A Supervised NLP System for Clinical Narrative Analysis0
SemEval-2015 Task 14: Analysis of Clinical Text0
CUAB: Supervised Learning of Disorders and their Attributes using Relations0
UTH-CCB: The Participation of the SemEval 2015 Challenge -- Task 140
UtahPOET: Disorder Mention Identification and Context Slot Filling with Cognitive Inspiration0
LIST-LUX: Disorder Identification from Clinical Texts0
TeamHCMUS: Analysis of Clinical Text0
Lean Question Answering over Freebase from Scratch0
Why Read if You Can Scan? Trigger Scoping Strategy for Biographical Fact Extraction0
Type-Aware Distantly Supervised Relation Extraction with Linked Arguments0
Analysing recall loss in named entity slot filling0
Combining Distant and Partial Supervision for Relation Extraction0
The Wisdom of Minority: Unsupervised Slot Filling Validation based on Multi-dimensional Truth-Finding0
Jargon-Term Extraction by Chunking0
Reinforcement Learning of Cooperative Persuasive Dialogue Policies using Framing0
An Entity-Centric Coreference Resolution System for Person Entities with Rich Linguistic Information0
Analysis and Refinement of Temporal Relation Aggregation0
Prior-informed Distant Supervision for Temporal Evidence Classification0
Single-Agent vs. Multi-Agent Techniques for Concurrent Reinforcement Learning of Negotiation Dialogue Policies0
Comparing Automatic Evaluation Measures for Image Description0
Sequential Labeling for Tracking Dynamic Dialog States0
Towards Temporal Scoping of Relational Facts based on Wikipedia Data0
A Comparison of the Events and Relations Across ACE, ERE, TAC-KBP, and FrameNet Annotation Standards0
NASTIA: Negotiating Appointment Setting Interface0
Event Extraction Using Distant Supervision0
A Generative Model for User Simulation in a Spatial Navigation Domain0
RelationFactory: A Fast, Modular and Effective System for Knowledge Base Population0
Effective Slot Filling Based on Shallow Distant Supervision Methods0
Confidence Estimation for Knowledge Base Population0
Modelling Human Clarification Strategies0
Answer Extraction by Recursive Parse Tree Descent0
Name-aware Machine Translation0
Impact of ASR N-Best Information on Bayesian Dialogue Act Recognition0
Reinforcement Learning of Two-Issue Negotiation Dialogue Policies0
Emergence of Gricean Maxims from Multi-Agent Decision Theory0
Incremental Construction of Robust but Deep Semantic Representations for Use in Responsive Dialogue Systems0
Reinforcement Learning of Question-Answering Dialogue Policies for Virtual Museum Guides0
Learning Constraints for Consistent Timeline Extraction0
A Robust Shallow Temporal Reasoning System0
Population of a Knowledge Base for News Metadata from Unstructured Text and Web Data0
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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