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
An adaptable task-oriented dialog system for stand-alone embedded devices0
Natural Language Understanding with the Quora Question Pairs Dataset0
A Surprisingly Robust Trick for the Winograd Schema Challenge0
Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference LearningCode0
A Retrospective Recount of Computer Architecture Research with a Data-Driven Study of Over Four Decades of ISCA Publications0
One-vs-All Models for Asynchronous Training: An Empirical Analysis0
A Structured Learning Approach to Temporal Relation Extraction0
Joint Reasoning for Temporal and Causal Relations0
CogCompTime: A Tool for Understanding Time in Natural Language Text0
Federated Learning for Emoji Prediction in a Mobile Keyboard0
PerspectroScope: A Window to the World of Diverse PerspectivesCode0
DoubleTransfer at MEDIQA 2019: Multi-Source Transfer Learning for Natural Language Understanding in the Medical Domain0
A Survey of Reinforcement Learning Informed by Natural Language0
Gendered Pronoun Resolution using BERT and an extractive question answering formulationCode0
Seeing Things from a Different Angle: Discovering Diverse Perspectives about ClaimsCode0
Cross-Lingual Training for Automatic Question GenerationCode0
Learning to Rank for Plausible Plausibility0
Resolving Gendered Ambiguous Pronouns with BERTCode0
Deep Natural Language Understanding of News Text0
Neural Text Normalization with Subword Units0
From Virtual to Real: A Framework for Verbal Interaction with Robots0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems0
Paraphrase Generation for Semi-Supervised Learning in NLU0
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
A Generalized Framework of Sequence Generation with Application to Undirected Sequence ModelsCode0
Pretraining for Conditional Generation with Pseudo Self Attention0
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
Complement Objective TrainingCode0
Improving Grounded Natural Language Understanding through Human-Robot DialogCode0
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
Cross-lingual Language Model PretrainingCode0
Enhancing Semantic Word Representations by Embedding Deeper Word Relationships0
EQUATE: A Benchmark Evaluation Framework for Quantitative Reasoning in Natural Language InferenceCode0
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
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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