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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 426–450 of 458 papers

Title	Date	Tasks	Status
Reinforcement Learning of Cooperative Persuasive Dialogue Policies using Framing	Aug 1, 2014	reinforcement-learningReinforcement Learning	—Unverified
Analysis and Refinement of Temporal Relation Aggregation	Aug 1, 2014	RelationSlot Filling	—Unverified
Jargon-Term Extraction by Chunking	Aug 1, 2014	ChunkingInformation Retrieval	—Unverified
A Comparison of the Events and Relations Across ACE, ERE, TAC-KBP, and FrameNet Annotation Standards	Jun 1, 2014	Relation ExtractionSemantic Parsing	—Unverified
Sequential Labeling for Tracking Dynamic Dialog States	Jun 1, 2014	Slot FillingSpeech Recognition	—Unverified
Towards Temporal Scoping of Relational Facts based on Wikipedia Data	Jun 1, 2014	Entity LinkingKnowledge Base Population	—Unverified
Single-Agent vs. Multi-Agent Techniques for Concurrent Reinforcement Learning of Negotiation Dialogue Policies	Jun 1, 2014	Dialogue ManagementMulti-agent Reinforcement Learning	—Unverified
Comparing Automatic Evaluation Measures for Image Description	Jun 1, 2014	Image DescriptionSlot Filling	—Unverified
NASTIA: Negotiating Appointment Setting Interface	May 1, 2014	Decision MakingScheduling	—Unverified
Event Extraction Using Distant Supervision	May 1, 2014	Event ExtractionKnowledge Base Population	—Unverified
RelationFactory: A Fast, Modular and Effective System for Knowledge Base Population	Apr 1, 2014	Knowledge Base PopulationRelation Extraction	—Unverified
A Generative Model for User Simulation in a Spatial Navigation Domain	Apr 1, 2014	Slot FillingUser Simulation	—Unverified
Effective Slot Filling Based on Shallow Distant Supervision Methods	Jan 6, 2014	RelationRelation Extraction	—Unverified
Confidence Estimation for Knowledge Base Population	Sep 1, 2013	Knowledge Base PopulationMachine Translation	—Unverified
Impact of ASR N-Best Information on Bayesian Dialogue Act Recognition	Aug 1, 2013	Active LearningSlot Filling	—Unverified
Reinforcement Learning of Two-Issue Negotiation Dialogue Policies	Aug 1, 2013	Question Answeringreinforcement-learning	—Unverified
Answer Extraction by Recursive Parse Tree Descent	Aug 1, 2013	Language ModellingQuestion Answering	—Unverified
Modelling Human Clarification Strategies	Aug 1, 2013	Slot FillingSpeech Recognition	—Unverified
Name-aware Machine Translation	Aug 1, 2013	Entity LinkingMachine Translation	—Unverified
Emergence of Gricean Maxims from Multi-Agent Decision Theory	Jun 1, 2013	Decision MakingSlot Filling	—Unverified
Incremental Construction of Robust but Deep Semantic Representations for Use in Responsive Dialogue Systems	Dec 1, 2012	Slot Filling	—Unverified
Reinforcement Learning of Question-Answering Dialogue Policies for Virtual Museum Guides	Jul 1, 2012	Dialogue ManagementQuestion Answering	—Unverified
Learning Constraints for Consistent Timeline Extraction	Jul 1, 2012	Question AnsweringSlot Filling	—Unverified
Relabeling Distantly Supervised Training Data for Temporal Knowledge Base Population	Jun 1, 2012	Knowledge Base PopulationRelation Extraction	—Unverified
Population of a Knowledge Base for News Metadata from Unstructured Text and Web Data	Jun 1, 2012	Entity Extraction using GANEntity Linking	—Unverified

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All datasets KILT: Zero Shot RE KILT: T-REx MixSNIPS MixATIS ATIS SNIPS SLURP MASSIVE ATIS (vi)CAIS Dialogue State Tracking Challenge MULTIWOZ 2.2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	single ngram	KILT-AC	73.2	—	Unverified
2	KGI_1	KILT-AC	72.31	—	Unverified
3	MetaRAG	KILT-AC	71.1	—	Unverified
4	KGI_0 (reupload)	KILT-AC	68.32	—	Unverified
5	Wikipedia	KILT-AC	67.2	—	Unverified
6	Multitask DPR + BART	KILT-AC	50.64	—	Unverified
7	10k	KILT-AC	41.34	—	Unverified
8	DensePhrases	KILT-AC	41.34	—	Unverified
9	RAG	KILT-AC	36.83	—	Unverified
10	Coop. Distil Bert	KILT-AC	34.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Re2G	KILT-AC	75.84	—	Unverified
2	KGI_1	KILT-AC	69.14	—	Unverified
3	Wikipedia	KILT-AC	64.64	—	Unverified
4	MetaRAG	KILT-AC	61.88	—	Unverified
5	single ngram	KILT-AC	60.08	—	Unverified
6	KGI_0 (reupload)	KILT-AC	55.54	—	Unverified
7	Coop. DistilBert	KILT-AC	36.68	—	Unverified
8	DensePhrases	KILT-AC	27.84	—	Unverified
9	10k	KILT-AC	27.84	—	Unverified
10	RAG	KILT-AC	23.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiSLU	Micro F1	97.2	—	Unverified
2	SLIM (PACL)	Micro F1	96.8	—	Unverified
3	SLIM	Micro F1	96.5	—	Unverified
4	Uni-MIS	Micro F1	96.4	—	Unverified
5	TFMN	Micro F1	96.4	—	Unverified
6	TFMN (PACL)	Micro F1	96.3	—	Unverified
7	RoBERTa (PACL)	Micro F1	96.2	—	Unverified
8	DGIF	Micro F1	95.9	—	Unverified
9	SSRAN	Micro F1	95.8	—	Unverified
10	MISCA	Micro F1	95.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MISCA	Micro F1	90.5	—	Unverified
2	Co-guiding Net	Micro F1	89.8	—	Unverified
3	SSRAN	Micro F1	89.4	—	Unverified
4	BiSLU	Micro F1	89.4	—	Unverified
5	UGEN	Micro F1	89.2	—	Unverified
6	Topic Information	Micro F1	88.7	—	Unverified
7	SLIM	Micro F1	88.5	—	Unverified
8	Global Intent-Slot Co-occurence	Micro F1	88.5	—	Unverified
9	DGIF	Micro F1	88.5	—	Unverified
10	Uni-MIS	Micro F1	88.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CTRAN	F1	0.98	—	Unverified
2	Bi-model with a decoder	F1	0.97	—	Unverified
3	Joint BERT	F1	0.96	—	Unverified
4	Stack-Propagation (+BERT)	F1	0.96	—	Unverified
5	JointBERT-CAE	F1	0.96	—	Unverified
6	AGIF	F1	0.96	—	Unverified
7	Joint BERT + CRF	F1	0.96	—	Unverified
8	Attention Encoder-Decoder NN	F1	0.96	—	Unverified
9	Context Encoder	F1	0.96	—	Unverified
10	SF-ID	F1	0.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CTRAN	F1	98.3	—	Unverified
2	Stack-Propagation (+BERT)	F1	97	—	Unverified
3	JointBERT-CAE	F1	97	—	Unverified
4	AGIF	F1	94.8	—	Unverified
5	Stack-Propagation	F1	94.2	—	Unverified
6	Context Encoder	F1	93.6	—	Unverified
7	SF-ID	F1	92.23	—	Unverified
8	Slot-Gated BLSTM with Attension	F1	88.8	—	Unverified
9	DecomposedMetaSL	F1 (1-shot) avg	74.89	—	Unverified
10	Capsule-NLU	F1	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TDT 0-6	F1	0.81	—	Unverified
2	Partially Fine-tuned HuBERT	F1	0.75	—	Unverified
3	Multi-SLURP	F1	0.64	—	Unverified
4	Finstreder (Conformer)	F1	0.4	—	Unverified
5	Finstreder (Quartznet)	F1	0.31	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XLM-R Base	Slot F1 Score	83.6	—	Unverified
2	mT5 Base (encoder-only)	Slot F1 Score	82.2	—	Unverified
3	mT5 Base (text-to-text)	Slot F1 Score	81.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JointBERT-CAE	Slot F1	95.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CM-Net	F1	86.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIDAS	F1 score	98.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIDAS	F1 score	99.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Fashion GAE	FITB	96.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	General SLU Model w/ Profile	F1	0.83	—	Unverified