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 151200 of 1978 papers

TitleStatusHype
Enhancing Language Representation with Constructional Information for Natural Language UnderstandingCode1
Error Analysis Prompting Enables Human-Like Translation Evaluation in Large Language ModelsCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT PerspectiveCode1
Endowing Language Models with Multimodal Knowledge Graph RepresentationsCode1
BLUEX: A benchmark based on Brazilian Leading Universities Entrance eXamsCode1
ChatLog: Carefully Evaluating the Evolution of ChatGPT Across TimeCode1
Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal NuancesCode1
Beyond Autoregression: Fast LLMs via Self-Distillation Through TimeCode1
Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little DataCode1
End-to-End Slot Alignment and Recognition for Cross-Lingual NLUCode1
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural NetworksCode1
AdaMix: Mixture-of-Adaptations for Parameter-efficient Model TuningCode1
BiPFT: Binary Pre-trained Foundation Transformer with Low-rank Estimation of Binarization Residual PolynomialsCode1
Evaluating Scoped Meaning RepresentationsCode1
Empowering News Recommendation with Pre-trained Language ModelsCode1
Bot or Human? Detecting ChatGPT Imposters with A Single QuestionCode1
FreeLB: Enhanced Adversarial Training for Natural Language UnderstandingCode1
A Sequence-to-Sequence Approach to Dialogue State TrackingCode1
A Large-scale Comprehensive Abusiveness Detection Dataset with Multifaceted Labels from RedditCode1
Benchmarking Robustness of Machine Reading Comprehension ModelsCode1
Bridging Text and Vision: A Multi-View Text-Vision Registration Approach for Cross-Modal Place RecognitionCode1
ALBETO and DistilBETO: Lightweight Spanish Language ModelsCode1
EPIC30M: An Epidemics Corpus Of Over 30 Million Relevant TweetsCode1
Benchmarking Natural Language Understanding Services for building Conversational AgentsCode1
CalBERT - Code-mixed Adaptive Language representations using BERTCode1
Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4Code1
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM FamilyCode1
Adapting Pretrained Transformer to Lattices for Spoken Language UnderstandingCode1
Evaluation Toolkit For Robustness Testing Of Automatic Essay Scoring SystemsCode1
From Black Boxes to Conversations: Incorporating XAI in a Conversational AgentCode1
Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM CompressionCode1
Capabilities of GPT-4 on Medical Challenge ProblemsCode1
Fact-level Extractive Summarization with Hierarchical Graph Mask on BERTCode1
Causal Distillation for Language ModelsCode1
FaVIQ: FAct Verification from Information-seeking QuestionsCode1
AllenNLP: A Deep Semantic Natural Language Processing PlatformCode1
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and DesignCode1
On the Importance of Effectively Adapting Pretrained Language Models for Active LearningCode1
A Surprisingly Robust Trick for Winograd Schema ChallengeCode1
Does It Make Sense? And Why? A Pilot Study for Sense Making and ExplanationCode1
CLUES: Few-Shot Learning Evaluation in Natural Language UnderstandingCode1
Generate to Understand for RepresentationCode1
Generating Training Data with Language Models: Towards Zero-Shot Language UnderstandingCode1
Active Learning by Acquiring Contrastive ExamplesCode1
A Survey of RWKVCode1
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language UnderstandingCode1
Belief Revision based Caption Re-ranker with Visual Semantic InformationCode1
AceGPT, Localizing Large Language Models in ArabicCode1
Efficient Long Sequence Modeling via State Space Augmented TransformerCode1
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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