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 451500 of 1978 papers

TitleStatusHype
Coreference Reasoning in Machine Reading ComprehensionCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
Joint Slot Filling and Intent Detection via Capsule Neural NetworksCode0
An Analysis of Negation in Natural Language Understanding CorporaCode0
Jack the Reader -- A Machine Reading FrameworkCode0
Joint Energy-based Model Training for Better Calibrated Natural Language Understanding ModelsCode0
Is the Understanding of Explicit Discourse Relations Required in Machine Reading Comprehension?Code0
Is this sentence valid? An Arabic Dataset for Commonsense ValidationCode0
Conversational Disease Diagnosis via External Planner-Controlled Large Language ModelsCode0
An empirical analysis of existing systems and datasets toward general simple question answeringCode0
Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue SystemsCode0
Leveraging Affirmative Interpretations from Negation Improves Natural Language UnderstandingCode0
Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent DetectionCode0
Is neural language acquisition similar to natural? A chronological probing studyCode0
Contrastive and Consistency Learning for Neural Noisy-Channel Model in Spoken Language UnderstandingCode0
Continuous Prompt Generation from Linear Combination of Discrete Prompt EmbeddingsCode0
Is Multimodal Vision Supervision Beneficial to Language?Code0
Data-Augmentation-Based Dialectal Adaptation for LLMsCode0
Is Prompt-Based Finetuning Always Better than Vanilla Finetuning? Insights from Cross-Lingual Language UnderstandingCode0
Intra-Correlation Encoding for Chinese Sentence Intention MatchingCode0
Investigating the (De)Composition Capabilities of Large Language Models in Natural-to-Formal Language ConversionCode0
Continuous Entailment Patterns for Lexical Inference in ContextCode0
Intent Features for Rich Natural Language UnderstandingCode0
Data Selection for Fine-tuning Large Language Models Using Transferred Shapley ValuesCode0
LoLDU: Low-Rank Adaptation via Lower-Diag-Upper Decomposition for Parameter-Efficient Fine-TuningCode0
Is Supervised Syntactic Parsing Beneficial for Language Understanding? An Empirical InvestigationCode0
Joint Semantic Analysis with Document-Level Cross-Task Coherence RewardsCode0
A template-independent approach for information extraction in real estate documentsCode0
Continual Dialogue State Tracking via Example-Guided Question AnsweringCode0
INSET: Sentence Infilling with INter-SEntential TransformerCode0
Contextual Dialogue Act Classification for Open-Domain Conversational AgentsCode0
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive SurveyCode0
Instance Regularization for Discriminative Language Model Pre-trainingCode0
Constructing a Natural Language Inference Dataset using Generative Neural NetworksCode0
A Tale of Two DRAGGNs: A Hybrid Approach for Interpreting Action-Oriented and Goal-Oriented InstructionsCode0
Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition ErrorsCode0
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models InferenceCode0
Integrating Task Specific Information into Pretrained Language Models for Low Resource Fine TuningCode0
Confusion2vec 2.0: Enriching Ambiguous Spoken Language Representations with SubwordsCode0
Incorporating Graph Attention Mechanism into Geometric Problem Solving Based on Deep Reinforcement LearningCode0
CoNFET: An English Sentence to Emojis Translation AlgorithmCode0
Concept Tagging for Natural Language Understanding: Two Decadelong Algorithm DevelopmentCode0
Intent Detection and Entity Extraction from BioMedical LiteratureCode0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
Comprehensive Supersense Disambiguation of English Prepositions and PossessivesCode0
Defending Pre-trained Language Models from Adversarial Word Substitutions Without Performance SacrificeCode0
AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource LanguagesCode0
Improving In-Context Learning with Small Language Model EnsemblesCode0
Improving Non-autoregressive Generation with Mixup TrainingCode0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
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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