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 251300 of 1978 papers

TitleStatusHype
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization ApproachCode1
Efficient Self-supervised Learning with Contextualized Target Representations for Vision, Speech and LanguageCode1
Endowing Language Models with Multimodal Knowledge Graph RepresentationsCode1
On the Importance of Effectively Adapting Pretrained Language Models for Active LearningCode1
Evolving Attention with Residual ConvolutionsCode1
Form-NLU: Dataset for the Form Natural Language UnderstandingCode1
DVMNet++: Rethinking Relative Pose Estimation for Unseen ObjectsCode1
Dual Supervised Learning for Natural Language Understanding and GenerationCode1
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and BetterCode1
A Comprehensive Survey on Graph Neural NetworksCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
Dual Inference for Improving Language Understanding and GenerationCode1
Dual Learning for Semi-Supervised Natural Language UnderstandingCode1
Distilling Large Vision-Language Model with Out-of-Distribution GeneralizabilityCode1
Joint Prompt Optimization of Stacked LLMs using Variational InferenceCode1
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy InstructionsCode1
A Persian Benchmark for Joint Intent Detection and Slot FillingCode1
Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM CompressionCode1
Ape210K: A Large-Scale and Template-Rich Dataset of Math Word ProblemsCode1
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature PerspectiveCode1
DroidCall: A Dataset for LLM-powered Android Intent InvocationCode1
Efficient Long Sequence Modeling via State Space Augmented TransformerCode1
C-STS: Conditional Semantic Textual SimilarityCode1
Debiasing Methods in Natural Language Understanding Make Bias More AccessibleCode1
A Generative Model for Joint Natural Language Understanding and GenerationCode1
DeLoRA: Decoupling Angles and Strength in Low-rank AdaptationCode1
DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented DialogueCode1
Beyond Autoregression: Fast LLMs via Self-Distillation Through TimeCode1
CTRAN: CNN-Transformer-based Network for Natural Language UnderstandingCode1
Towards General Natural Language Understanding with Probabilistic WorldbuildingCode1
BiPFT: Binary Pre-trained Foundation Transformer with Low-rank Estimation of Binarization Residual PolynomialsCode1
BLUEX: A benchmark based on Brazilian Leading Universities Entrance eXamsCode1
Evaluation Toolkit For Robustness Testing Of Automatic Essay Scoring SystemsCode1
CSKG: The CommonSense Knowledge GraphCode1
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and LanguageCode1
Bot or Human? Detecting ChatGPT Imposters with A Single QuestionCode1
CalBERT - Code-mixed Adaptive Language representations using BERTCode1
Break, Perturb, Build: Automatic Perturbation of Reasoning Paths Through Question DecompositionCode1
ARBML: Democritizing Arabic Natural Language Processing ToolsCode1
Bridging Text and Vision: A Multi-View Text-Vision Registration Approach for Cross-Modal Place RecognitionCode1
Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language ModelsCode1
Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little DataCode1
A Comprehensive Analysis of Adapter EfficiencyCode1
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural NetworksCode1
End-to-End Slot Alignment and Recognition for Cross-Lingual NLUCode1
Enhancing Language Representation with Constructional Information for Natural Language UnderstandingCode1
BERT for Joint Intent Classification and Slot FillingCode1
EPIE Dataset: A Corpus For Possible Idiomatic ExpressionsCode1
A Hybrid Architecture for Out of Domain Intent Detection and Intent DiscoveryCode1
Call for Papers -- The BabyLM Challenge: Sample-efficient pretraining on a developmentally plausible corpusCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2BERT-large 340MAccuracy78.3Unverified
3UDSSM-II (ensemble)Accuracy78.3Unverified
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