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 326–350 of 458 papers

Title	Date	Tasks	Status
Linguistic Resources for Entity Linking Evaluation: from Monolingual to Cross-lingual	May 1, 2012	Cross-Lingual Entity LinkingEntity Linking	—Unverified
LISA: Explaining Recurrent Neural Network Judgments via Layer-wIse Semantic Accumulation and Example to Pattern Transformation	Aug 5, 2018	Decision MakingRelation Classification	—Unverified
LIST-LUX: Disorder Identification from Clinical Texts	Jun 1, 2015	Information RetrievalQuestion Answering	—Unverified
Local-to-global learning for iterative training of production SLU models on new features	Jul 1, 2022	intent-classificationIntent Classification	—Unverified
Making Document-Level Information Extraction Right for the Right Reasons	Oct 14, 2021	Sentenceslot-filling	—Unverified
Marrying up Regular Expressions with Neural Networks: A Case Study for Spoken Language Understanding	May 15, 2018	Intent Detectionslot-filling	—Unverified
mcBERT: Momentum Contrastive Learning with BERT for Zero-Shot Slot Filling	Mar 24, 2022	Contrastive Learningslot-filling	—Unverified
Memory Consolidation for Contextual Spoken Language Understanding with Dialogue Logistic Inference	Jun 5, 2019	Retrievalslot-filling	—Unverified
MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling	Oct 17, 2024	slot-fillingSlot Filling	—Unverified
Mention Extraction and Linking for SQL Query Generation	Dec 18, 2020	Sentenceslot-filling	—Unverified
面向中文口语理解的基于依赖引导的字特征槽填充模型(A Dependency-Guided Character-Based Slot Filling Model for Chinese Spoken Language Understanding)	Aug 1, 2021	slot-fillingSlot Filling	—Unverified
Mining Search Query Logs for Spoken Language Understanding	Jun 1, 2012	Information RetrievalSlot Filling	—Unverified
Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN	Oct 16, 2020	slot-fillingSlot Filling	—Unverified
Modeling with Recurrent Neural Networks for Open Vocabulary Slots	Aug 1, 2018	Goal-Oriented Dialogue SystemsIntent Detection	—Unverified
Modelling Human Clarification Strategies	Aug 1, 2013	Slot FillingSpeech Recognition	—Unverified
Multi-Domain Adversarial Learning for Slot Filling in Spoken Language Understanding	Nov 30, 2017	slot-fillingSlot Filling	—Unverified
Multi-lingual Intent Detection and Slot Filling in a Joint BERT-based Model	Jul 5, 2019	Intent DetectionNatural Language Understanding	—Unverified
Multi-Sentence Argument Linking	Nov 9, 2019	coreference-resolutionCoreference Resolution	—Unverified
Name-aware Machine Translation	Aug 1, 2013	Entity LinkingMachine Translation	—Unverified
NASTIA: Negotiating Appointment Setting Interface	May 1, 2014	Decision MakingScheduling	—Unverified
Natural Language Interactions in Autonomous Vehicles: Intent Detection and Slot Filling from Passenger Utterances	Apr 23, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Training Zero-Shot Generalizable End-to-End Task-Oriented Dialog System Without Turn-level Dialog Annotations	Jul 21, 2024	Information Retrievalslot-filling	—Unverified
Natural language understanding for task oriented dialog in the biomedical domain in a low resources context	Nov 23, 2018	Data AugmentationGeneral Classification	—Unverified
NATURE: Natural Auxiliary Text Utterances for Realistic Spoken Language Evaluation	Nov 9, 2021	Intent Detectionslot-filling	—Unverified
Neuralizing Regular Expressions for Slot Filling	Nov 1, 2021	slot-fillingSlot Filling	—Unverified

Show:10 25 50

← PrevPage 14 of 19Next →

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