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 451–500 of 1978 papers

TitleStatusHype
Valid Text-to-SQL Generation with Unification-based DeepStochLogCode0
A Survey on Knowledge-Oriented Retrieval-Augmented Generation—0
MRCEval: A Comprehensive, Challenging and Accessible Machine Reading Comprehension BenchmarkCode0
Semantic Wave Functions: Exploring Meaning in Large Language Models Through Quantum Formalism—0
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems—0
An Information-theoretic Multi-task Representation Learning Framework for Natural Language UnderstandingCode0
Maximizing Signal in Human-Model Preference Alignment—0
Personalized Federated Fine-tuning for Heterogeneous Data: An Automatic Rank Learning Approach via Two-Level LoRA—0
Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies—0
KEDRec-LM: A Knowledge-distilled Explainable Drug Recommendation Large Language Model—0
ANPMI: Assessing the True Comprehension Capabilities of LLMs for Multiple Choice Questions—0
DBR: Divergence-Based Regularization for Debiasing Natural Language Understanding Models—0
Towards Robust Legal Reasoning: Harnessing Logical LLMs in Law—0
PAPI: Exploiting Dynamic Parallelism in Large Language Model Decoding with a Processing-In-Memory-Enabled Computing System—0
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language ModelsCode0
LoRA-GGPO: Mitigating Double Descent in LoRA Fine-Tuning via Gradient-Guided Perturbation OptimizationCode0
Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding—0
TALKPLAY: Multimodal Music Recommendation with Large Language Models—0
Meaning Beyond Truth Conditions: Evaluating Discourse Level Understanding via Anaphora Accessibility—0
D.Va: Validate Your Demonstration First Before You Use It—0
Understanding and Tackling Label Errors in Individual-Level Nature Language UnderstandingCode0
FedEAT: A Robustness Optimization Framework for Federated LLMs—0
MET-Bench: Multimodal Entity Tracking for Evaluating the Limitations of Vision-Language and Reasoning Models—0
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive SurveyCode0
Logical forms complement probability in understanding language model (and human) performance—0
Making Language Models Robust Against Negation—0
SymGPT: Auditing Smart Contracts via Combining Symbolic Execution with Large Language Models—0
Prot2Chat: Protein LLM with Early-Fusion of Text, Sequence and StructureCode0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs—0
RL-based Query Rewriting with Distilled LLM for online E-Commerce Systems—0
Leveraging ChatGPT's Multimodal Vision Capabilities to Rank Satellite Images by Poverty Level: Advancing Tools for Social Science Research—0
Investigating the (De)Composition Capabilities of Large Language Models in Natural-to-Formal Language ConversionCode0
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
Conversation Routines: A Prompt Engineering Framework for Task-Oriented Dialog Systems—0
Multi-round, Chain-of-thought Post-editing for Unfaithful Summaries—0
Temporal Reasoning in AI systems—0
TriAdaptLoRA: Brain-Inspired Triangular Adaptive Low-Rank Adaptation for Parameter-Efficient Fine-Tuning—0
Language Fusion for Parameter-Efficient Cross-lingual TransferCode0
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks—0
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks—0
Enhancing Human-Like Responses in Large Language Models—0
Assessing Language Comprehension in Large Language Models Using Construction Grammar—0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent DetectionCode0
Visual question answering: from early developments to recent advances -- a survey—0
ChronoSense: Exploring Temporal Understanding in Large Language Models with Time Intervals of EventsCode0
Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language UnderstandingCode0
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions—0
"My life is miserable, have to sign 500 autographs everyday": Exposing Humblebragging, the Brags in Disguise—0
LLM-assisted Vector Similarity Search—0
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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