SOTAVerified

Natural Language Understanding

Natural Language Understanding is an important field of Natural Language Processing which contains various tasks such as text classification, natural language inference and story comprehension. Applications enabled by natural language understanding range from question answering to automated reasoning.

Source: Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?

Papers

Showing 17511800 of 1978 papers

TitleStatusHype
Does It Make Sense? And Why? A Pilot Study for Sense Making and ExplanationCode1
Paraphrase Generation for Semi-Supervised Learning in NLU0
From Virtual to Real: A Framework for Verbal Interaction with Robots0
Deep Natural Language Understanding of News Text0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems0
Neural Text Normalization with Subword Units0
Seeing Things from a Different Angle:Discovering Diverse Perspectives about ClaimsCode0
SkillBot: Towards Automatic Skill Development via User Demonstration0
Efficient Adaptation of Pretrained Transformers for Abstractive SummarizationCode0
Attention Is (not) All You Need for Commonsense ReasoningCode1
A Generalized Framework of Sequence Generation with Application to Undirected Sequence ModelsCode0
Pretraining for Conditional Generation with Pseudo Self Attention0
Dual Supervised Learning for Natural Language Understanding and GenerationCode1
A Surprisingly Robust Trick for Winograd Schema ChallengeCode1
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
Continuous Learning for Large-scale Personalized Domain Classification0
Attentive Task-Agnostic Meta-Learning for Few-Shot Text Classification0
Several Experiments on Investigating Pretraining and Knowledge-Enhanced Models for Natural Language InferenceCode0
Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding0
Challenges and Prospects in Vision and Language Research0
Unsupervised Deep Structured Semantic Models for Commonsense Reasoning0
Making Neural Machine Reading Comprehension Faster0
Question Embeddings Based on Shannon Entropy: Solving intent classification task in goal-oriented dialogue systemCode0
Learning To Avoid Negative Transfer in Few Shot Transfer Learning0
Inferring Compact Representations for Efficient Natural Language Understanding of Robot Instructions0
Benchmarking Natural Language Understanding Services for building Conversational AgentsCode1
Complement Objective TrainingCode0
Improving Grounded Natural Language Understanding through Human-Robot DialogCode0
BERT for Joint Intent Classification and Slot FillingCode1
BERT and PALs: Projected Attention Layers for Efficient Adaptation in Multi-Task LearningCode0
Learning and Evaluating General Linguistic Intelligence0
Multi-Task Deep Neural Networks for Natural Language UnderstandingCode0
End-to-End Knowledge-Routed Relational Dialogue System for Automatic DiagnosisCode0
Enhancing Semantic Word Representations by Embedding Deeper Word Relationships0
Cross-lingual Language Model PretrainingCode0
EQUATE: A Benchmark Evaluation Framework for Quantitative Reasoning in Natural Language InferenceCode0
A Comprehensive Survey on Graph Neural NetworksCode1
Can You Tell Me How to Get Past Sesame Street? Sentence-Level Pretraining Beyond Language Modeling0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize0
Joint Slot Filling and Intent Detection via Capsule Neural NetworksCode0
A Review of Meta-Reinforcement Learning for Deep Neural Networks Architecture Search0
Supervised Domain Enablement Attention for Personalized Domain Classification0
A Review of Meta-Reinforcement Learning for Deep Neural Networks Architecture Search0
Multi-task learning to improve natural language understanding0
Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?0
Hyperbolic Deep Learning for Chinese Natural Language Understanding0
Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems0
Pathology Extraction from Chest X-Ray Radiology Reports: A Performance Study0
Natural language understanding for task oriented dialog in the biomedical domain in a low resources context0
Semi-supervised Ensemble Learning with Weak Supervision for Biomedical Relationship ExtractionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2UDSSM-II (ensemble)Accuracy78.3Unverified
3BERT-large 340MAccuracy78.3Unverified
4UDSSM-I (ensemble)Accuracy76.7Unverified
5DSSMAccuracy75Unverified
6UDSSM-IIAccuracy75Unverified
7BERT-base 110M + MASAccuracy68.3Unverified
8USSM + Supervised Deepnet + 3 Knowledge BasesAccuracy66.7Unverified
9Word-level CNN+LSTM (full scoring)Accuracy60Unverified
10Subword-level Transformer LMAccuracy58.3Unverified
#ModelMetricClaimedVerifiedStatus
1BERT (pred POS/lemmas)Tags (Full) Acc82.5Unverified
2BERT (none)Tags (Full) Acc82Unverified
3BERT (gold POS/lemmas)Tags (Full) Acc81Unverified
4GloVe (gold POS/lemmas)Tags (Full) Acc79.3Unverified
5RoBERTa + LinearFull F1 (Preps)78.2Unverified
6GloVe (none)Tags (Full) Acc77.5Unverified
7GloVe (pred POS/lemmas)Tags (Full) Acc77.1Unverified
8SVM (feature-rich, gold syntax)Role F1 (Preps)62.2Unverified
9BiLSTM + MLP (gold syntax)Role F1 (Preps)62.2Unverified
10SVM (feature-rich, auto syntax)Role F1 (Preps)58.2Unverified
#ModelMetricClaimedVerifiedStatus
1CaseLaw-BERTCaseHOLD75.6Unverified
2Legal-BERTCaseHOLD75.1Unverified
3DeBERTaCaseHOLD72.1Unverified
4LongformerCaseHOLD72Unverified
5RoBERTaCaseHOLD71.7Unverified
6BERTCaseHOLD70.7Unverified
7BigBirdCaseHOLD70.4Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT-DGAverage74.6Unverified
2ConvBERT-DG + Pre + MultiAverage73.8Unverified
3mslmAverage73.49Unverified
4ConvBERT + Pre + MultiAverage68.22Unverified
5BanLanGenAverage39.16Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT + Pre + MultiAverage86.89Unverified
2mslmAverage85.83Unverified
3ConvBERT-DG + Pre + MultiAverage85.34Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAverage89.9Unverified
2BERT-LARGEAverage82.1Unverified