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 276–300 of 458 papers

Title	Date	Tasks	Status
TaDSE: Template-aware Dialogue Sentence Embeddings	May 23, 2023	Contrastive Learningintent-classification	—Unverified
Task Conditioned BERT for Joint Intent Detection and Slot-filling	Aug 11, 2023	Intent Detectionslot-filling	—Unverified
TeamHCMUS: Analysis of Clinical Text	Jun 1, 2015	Named Entity Recognition (NER)Slot Filling	—Unverified
TEST_POSITIVE at W-NUT 2020 Shared Task-3: Joint Event Multi-task Learning for Slot Filling in Noisy Text	Sep 29, 2020	Extracting COVID-19 Events from TwitterLanguage Modeling	—Unverified
The impact of domain-specific representations on BERT-based multi-domain spoken language understanding	Apr 1, 2021	Classificationdomain classification	—Unverified
The Massively Multilingual Natural Language Understanding 2022 (MMNLU-22) Workshop and Competition	Dec 13, 2022	intent-classificationIntent Classification	—Unverified
The Wisdom of Minority: Unsupervised Slot Filling Validation based on Multi-dimensional Truth-Finding	Aug 1, 2014	Knowledge Base Populationslot-filling	—Unverified
Toward Open-domain Slot Filling via Self-supervised Co-training	Mar 24, 2023	Language Modellingslot-filling	—Unverified
Towards Joint Intent Detection and Slot Filling via Higher-order Attention	Sep 18, 2021	Intent Detectionslot-filling	—Unverified
Towards Multimodal Understanding of Passenger-Vehicle Interactions in Autonomous Vehicles: Intent/Slot Recognition Utilizing Audio-Visual Data	Sep 20, 2019	Autonomous VehiclesIntent Detection	—Unverified
Towards Spoken Language Understanding via Multi-level Multi-grained Contrastive Learning	May 31, 2024	Contrastive LearningIntent Detection	—Unverified
Towards Temporal Scoping of Relational Facts based on Wikipedia Data	Jun 1, 2014	Entity LinkingKnowledge Base Population	—Unverified
Tracking of enriched dialog states for flexible conversational information access	Nov 9, 2017	Conversational Information Accessdialog state tracking	—Unverified
Traffic Event Detection as a Slot Filling Problem	Sep 13, 2021	Event Detectionslot-filling	—Unverified
Transferring SLU Models in Novel Domains	May 1, 2019	Intent RecognitionMeta-Learning	—Unverified
TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking	May 6, 2020	dialog state trackingMulti-domain Dialogue State Tracking	—Unverified
TWEET-FID: An Annotated Dataset for Multiple Foodborne Illness Detection Tasks	May 22, 2022	slot-fillingSlot Filling	—Unverified
Type-aware Convolutional Neural Networks for Slot Filling	Oct 1, 2019	coreference-resolutionCoreference Resolution	—Unverified
Type-Aware Distantly Supervised Relation Extraction with Linked Arguments	Oct 1, 2014	Articlescoreference-resolution	—Unverified
Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling	Feb 17, 2023	named-entity-recognitionNamed Entity Recognition	—Unverified
UniDU: Towards A Unified Generative Dialogue Understanding Framework	Apr 10, 2022	Dialogue State Trackingdialogue summary	—Unverified
Unified Multi Intent Order and Slot Prediction using Selective Learning Propagation	Dec 1, 2020	Intent DetectionNatural Language Understanding	—Unverified
Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems	Jul 1, 2015	Slot FillingSpoken Dialogue Systems	—Unverified
Unsupervised Person Slot Filling based on Graph Mining	Aug 1, 2016	Active LearningDependency Parsing	—Unverified
Self-Supervised Learning of Context-Aware Pitch Prosody Representations	Jul 17, 2020	General ClassificationInformation Retrieval	—Unverified

Show:10 25 50

← PrevPage 12 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