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 351400 of 458 papers

TitleStatusHype
Noise-BERT: A Unified Perturbation-Robust Framework with Noise Alignment Pre-training for Noisy Slot Filling Task0
Nonparametric Bayesian Models for Spoken Language Understanding0
On the Non-canonical Valency Filling0
On the Predicate-Argument Structure: Internal and Absorbing Scope0
Ontology-Enhanced Slot Filling0
Open Extraction of Fine-Grained Political Statements0
Open Relation Extraction and Grounding0
Outlier Detection for Improved Data Quality and Diversity in Dialog Systems0
PIN: A Novel Parallel Interactive Network for Spoken Language Understanding0
Planning for Goal-Oriented Dialogue Systems0
Pocket Knowledge Base Population0
Point Precisely: Towards Ensuring the Precision of Data in Generated Texts Using Delayed Copy Mechanism0
Population of a Knowledge Base for News Metadata from Unstructured Text and Web Data0
Prior-informed Distant Supervision for Temporal Evidence Classification0
Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding0
Prompting and Adapter Tuning for Self-supervised Encoder-Decoder Speech Model0
Prompting Whisper for QA-driven Zero-shot End-to-end Spoken Language Understanding0
Prompt Perturbation Consistency Learning for Robust Language Models0
PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling0
QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining0
Query Tracking for E-commerce Conversational Search: A Machine Comprehension Perspective0
Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking0
Rapid Prototyping of Form-driven Dialogue Systems Using an Open-source Framework0
Rationally Reappraising ATIS-based Dialogue Systems0
Re2G: Retrieve, Rerank, Generate0
Recent Advances in End-to-End Spoken Language Understanding0
Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey0
Reduce, Reuse, Recycle: New uses for old QA resources0
In-game Toxic Language Detection: Shared Task and Attention ResidualsCode0
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot FillingCode0
Intent Detection and Slot Filling for Home Assistants: Dataset and Analysis for Bangla and SylhetiCode0
End-to-end Spoken Language Understanding with Tree-constrained Pointer GeneratorCode0
Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence LabelingCode0
Efficiently Aligned Cross-Lingual Transfer Learning for Conversational Tasks using Prompt-TuningCode0
Effective Slot Filling via Weakly-Supervised Dual-Model LearningCode0
Neural Baby TalkCode0
Neural Data Augmentation via Example ExtrapolationCode0
Improving Slot Filling in Spoken Language Understanding with Joint Pointer and AttentionCode0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
DemoNSF: A Multi-task Demonstration-based Generative Framework for Noisy Slot Filling TaskCode0
Neural Models for Sequence ChunkingCode0
New Semantic Task for the French Spoken Language Understanding MEDIA BenchmarkCode0
DELTA: A DEep learning based Language Technology plAtformCode0
Deep Cascade Multi-task Learning for Slot Filling in Online Shopping AssistantCode0
Extracting Multi-valued Relations from Language ModelsCode0
A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act DetectionCode0
Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue SystemsCode0
Decomposed Meta-Learning for Few-Shot Sequence LabelingCode0
SQL Generation via Machine Reading ComprehensionCode0
Context-Aware Visual Compatibility PredictionCode0
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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