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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 901–950 of 1978 papers

TitleStatusHype
Explore the Potential of LLMs in Misinformation Detection: An Empirical Study—0
Improving Event Temporal Relation Classification via Auxiliary Label-Aware Contrastive Learning—0
A Review of Meta-Reinforcement Learning for Deep Neural Networks Architecture Search—0
An Efficient DP-SGD Mechanism for Large Scale NLP Models—0
Knowledge Distillation with Noisy Labels for Natural Language Understanding—0
Improving Multimodal Large Language Models Using Continual Learning—0
Knowledge-driven Natural Language Understanding of English Text and its Applications—0
Enhanced Recommendation Combining Collaborative Filtering and Large Language Models—0
CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation—0
Crowd-sourcing annotation of complex NLU tasks: A case study of argumentative content annotation—0
Improving Romanian BioNER Using a Biologically Inspired System—0
Improving Small-Scale Large Language Models Function Calling for Reasoning Tasks—0
Enhanced English Universal Dependencies: An Improved Representation for Natural Language Understanding Tasks—0
Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses—0
Improving the Inference of Implicit Discourse Relations via Classifying Explicit Discourse Connectives—0
Improving the Language Understanding Capabilities of Large Language Models Using Reinforcement Learning—0
A Retrospective Recount of Computer Architecture Research with a Data-Driven Study of Over Four Decades of ISCA Publications—0
Improving Tokenisation by Alternative Treatment of Spaces—0
Engineering Safety Requirements for Autonomous Driving with Large Language Models—0
Energy-Based Models with Applications to Speech and Language Processing—0
Can Language Representation Models Think in Bets?—0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems—0
Incorporating Explicit Knowledge in Pre-trained Language Models for Passage Re-ranking—0
Curriculum: A Broad-Coverage Benchmark for Linguistic Phenomena in Natural Language Understanding—0
Incorporating Syntax and Frame Semantics in Neural Network for Machine Reading Comprehension—0
End-to-End Spoken Language Understanding: Performance analyses of a voice command task in a low resource setting—0
On joint training with interfaces for spoken language understanding—0
End-to-End Self-Debiasing Framework for Robust NLU Training—0
Canary Extraction in Natural Language Understanding Models—0
A Hybrid Neuro-Symbolic approach for Text-Based Games using Inductive Logic Programming—0
End-to-End Natural Language Understanding Pipeline for Bangla Conversational Agents—0
Can a Gorilla Ride a Camel? Learning Semantic Plausibility from Text—0
CALM: Contrastive Aligned Audio-Language Multirate and Multimodal Representations—0
End-to-End Evaluation of a Spoken Dialogue System for Learning Basic Mathematics—0
A Re-ranker Scheme for Integrating Large Scale NLU models—0
Industry Scale Semi-Supervised Learning for Natural Language Understanding—0
Inference Annotation of a Chinese Corpus for Opinion Mining—0
Inferring Compact Representations for Efficient Natural Language Understanding of Robot Instructions—0
Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks—0
InfoPrompt: Information-Theoretic Soft Prompt Tuning for Natural Language Understanding—0
Are Prompt-based Models Clueless?—0
Enabling All In-Edge Deep Learning: A Literature Review—0
A Hybrid Neural Network Model for Commonsense Reasoning—0
A Brief Survey and Comparative Study of Recent Development of Pronoun Coreference Resolution in English—0
Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains—0
Inspecting Spoken Language Understanding from Kids for Basic Math Learning at Home—0
Empirical study of pretrained multilingual language models for zero-shot cross-lingual knowledge transfer in generation—0
Inspecting the concept knowledge graph encoded by modern language models—0
Integrated Learning of Dialog Strategies and Semantic Parsing—0
A Hybrid Model of Classification and Generation for Spatial Relation Extraction—0
Show:102550
← PrevPage 19 of 40Next →
All datasetsPDP60STREUSLELexGLUEDialoGLUE fewshotDialoGLUE fullGLUE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90—Unverified
2UDSSM-II (ensemble)Accuracy78.3—Unverified
3BERT-large 340MAccuracy78.3—Unverified
4UDSSM-I (ensemble)Accuracy76.7—Unverified
5DSSMAccuracy75—Unverified
6UDSSM-IIAccuracy75—Unverified
7BERT-base 110M + MASAccuracy68.3—Unverified
8USSM + Supervised Deepnet + 3 Knowledge BasesAccuracy66.7—Unverified
9Word-level CNN+LSTM (full scoring)Accuracy60—Unverified
10Subword-level Transformer LMAccuracy58.3—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT (pred POS/lemmas)Tags (Full) Acc82.5—Unverified
2BERT (none)Tags (Full) Acc82—Unverified
3BERT (gold POS/lemmas)Tags (Full) Acc81—Unverified
4GloVe (gold POS/lemmas)Tags (Full) Acc79.3—Unverified
5RoBERTa + LinearFull F1 (Preps)78.2—Unverified
6GloVe (none)Tags (Full) Acc77.5—Unverified
7GloVe (pred POS/lemmas)Tags (Full) Acc77.1—Unverified
8SVM (feature-rich, gold syntax)Role F1 (Preps)62.2—Unverified
9BiLSTM + MLP (gold syntax)Role F1 (Preps)62.2—Unverified
10SVM (feature-rich, auto syntax)Role F1 (Preps)58.2—Unverified
#ModelMetricClaimedVerifiedStatus
1CaseLaw-BERTCaseHOLD75.6—Unverified
2Legal-BERTCaseHOLD75.1—Unverified
3DeBERTaCaseHOLD72.1—Unverified
4LongformerCaseHOLD72—Unverified
5RoBERTaCaseHOLD71.7—Unverified
6BERTCaseHOLD70.7—Unverified
7BigBirdCaseHOLD70.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT-DGAverage74.6—Unverified
2ConvBERT-DG + Pre + MultiAverage73.8—Unverified
3mslmAverage73.49—Unverified
4ConvBERT + Pre + MultiAverage68.22—Unverified
5BanLanGenAverage39.16—Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT + Pre + MultiAverage86.89—Unverified
2mslmAverage85.83—Unverified
3ConvBERT-DG + Pre + MultiAverage85.34—Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAverage89.9—Unverified
2BERT-LARGEAverage82.1—Unverified