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 18261850 of 1978 papers

TitleStatusHype
Concept Tagging for Natural Language Understanding: Two Decadelong Algorithm DevelopmentCode0
Statistical Model Compression for Small-Footprint Natural Language Understanding0
A deep learning approach for understanding natural language commands for mobile service robots0
Natural Language Processing for Information ExtractionCode0
YouTube for Patient Education: A Deep Learning Approach for Understanding Medical Knowledge from User-Generated Videos0
Chinese Lexical Analysis with Deep Bi-GRU-CRF NetworkCode0
Intent Generation for Goal-Oriented Dialogue Systems based on Schema.org Annotations0
EmotionX-SmartDubai\_NLP: Detecting User Emotions In Social Media Text0
Document Modeling with External Attention for Sentence ExtractionCode0
Will it Blend? Blending Weak and Strong Labeled Data in a Neural Network for Argumentation Mining0
Mining Cross-Cultural Differences and Similarities in Social Media0
Jack the Reader -- A Machine Reading FrameworkCode0
CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation0
Efficient Large-Scale Neural Domain Classification with Personalized Attention0
Visual Attention Model for Name Tagging in Multimodal Social Media0
Jack the Reader - A Machine Reading FrameworkCode1
Multi-Level Policy and Reward Reinforcement Learning for Image Captioning0
Improving Language Understanding by Generative Pre-TrainingCode1
Know What You Don't Know: Unanswerable Questions for SQuADCode1
A Simple Method for Commonsense ReasoningCode0
On the Importance of Attention in Meta-Learning for Few-Shot Text Classification0
Building Advanced Dialogue Managers for Goal-Oriented Dialogue Systems0
Stress Test Evaluation for Natural Language InferenceCode0
Points, Paths, and Playscapes: Large-scale Spatial Language Understanding Tasks Set in the Real World0
Leveraging Syntactic Constructions for Metaphor Identification0
Show:102550
← PrevPage 74 of 80Next →

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