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 14511475 of 1978 papers

TitleStatusHype
Deep Natural Language Understanding of News Text0
DEEPYANG at SemEval-2020 Task 4: Using the Hidden Layer State of BERT Model for Differentiating Common Sense0
Delexicalized Paraphrase Generation0
Deliberation Model for On-Device Spoken Language Understanding0
Demonstrations of Integrity Attacks in Multi-Agent Systems0
Local Structure Matters Most: Perturbation Study in NLU0
Dense Feature Memory Augmented Transformers for COVID-19 Vaccination Search Classification0
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents0
Design considerations for a hierarchical semantic compositional framework for medical natural language understanding0
Designing Templates for Eliciting Commonsense Knowledge from Pretrained Sequence-to-Sequence Models0
Designing the Next Generation of Intelligent Personal Robotic Assistants for the Physically Impaired0
Detecting Emotion Carriers by Combining Acoustic and Lexical Representations0
Detecting Emotion Primitives from Speech and their use in discerning Categorical Emotions0
Developing a Natural Language Understanding Model to Characterize Cable News Bias0
Dialog Acts for Task-Driven Embodied Agents0
Dialog Acts for Task Driven Embodied Agents0
Dialog-based Language Learning0
Dialog-based Language Learning0
Dialog Simulation with Realistic Variations for Training Goal-Oriented Conversational Systems0
Dialog state tracking, a machine reading approach using Memory Network0
Dialogue Act and Slot Recognition in Italian Complex Dialogues0
Dialogue-AMR: Abstract Meaning Representation for Dialogue0
DialogVCS: Robust Natural Language Understanding in Dialogue System Upgrade0
Differentiable Reasoning over Long Stories -- Assessing Systematic Generalisation in Neural Models0
Digits micro-model for accurate and secure transactions0
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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