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 10011025 of 1978 papers

TitleStatusHype
TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning0
Temporal Relation Extraction with a Graph-Based Deep Biaffine Attention Model0
The Dark Side of the Language: Pre-trained Transformers in the DarkNet0
CommonsenseQA 2.0: Exposing the Limits of AI through Gamification0
How Does Data Corruption Affect Natural Language Understanding Models? A Study on GLUE datasetsCode0
Latency Adjustable Transformer Encoder for Language Understanding0
Intent Matching based Customer Services Chatbot with Natural Language Understanding0
Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding0
Chatbot for fitness management using IBM Watson0
Training Dynamics for Curriculum Learning: A Study on Monolingual and Cross-lingual NLU0
Improving Tokenisation by Alternative Treatment of Spaces0
Sharpness-Aware Minimization with Dynamic Reweighting0
Learning To Retrieve Prompts for In-Context LearningCode1
Event Linking: Grounding Event Mentions to WikipediaCode0
Design Challenges for a Multi-Perspective Search EngineCode0
Representing Inferences and their Lexicalization0
Towards a Unified Foundation Model: Jointly Pre-Training Transformers on Unpaired Images and Text0
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent DetectionCode0
Attentive Contextual Carryover for Multi-Turn End-to-End Spoken Language Understanding0
Detecting Emotion Carriers by Combining Acoustic and Lexical Representations0
Revisiting the Boundary between ASR and NLU in the Age of Conversational Dialog Systems0
A Puzzle-Based Dataset for Natural Language InferenceCode0
Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF0
Question Answering Survey: Directions, Challenges, Datasets, Evaluation Matrices0
Causal Distillation for Language ModelsCode1
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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