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 251275 of 1978 papers

TitleStatusHype
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization ApproachCode1
On Training Data Influence of GPT ModelsCode1
Optimal Subarchitecture Extraction For BERTCode1
On the Importance of Effectively Adapting Pretrained Language Models for Active LearningCode1
DroidCall: A Dataset for LLM-powered Android Intent InvocationCode1
Empowering News Recommendation with Pre-trained Language ModelsCode1
Braid: Weaving Symbolic and Neural Knowledge into Coherent Logical ExplanationsCode1
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and LanguageCode1
A Comprehensive Survey on Graph Neural NetworksCode1
Towards General Natural Language Understanding with Probabilistic WorldbuildingCode1
Bot or Human? Detecting ChatGPT Imposters with A Single QuestionCode1
CSKG: The CommonSense Knowledge GraphCode1
A Generative Model for Joint Natural Language Understanding and GenerationCode1
C-STS: Conditional Semantic Textual SimilarityCode1
Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language ModelsCode1
Ape210K: A Large-Scale and Template-Rich Dataset of Math Word ProblemsCode1
Break, Perturb, Build: Automatic Perturbation of Reasoning Paths Through Question DecompositionCode1
Cross-Lingual Semantic Role Labeling with High-Quality Translated Training CorpusCode1
CTRAN: CNN-Transformer-based Network for Natural Language UnderstandingCode1
ConFiguRe: Exploring Discourse-level Chinese Figures of SpeechCode1
Beyond Autoregression: Fast LLMs via Self-Distillation Through TimeCode1
Conic10K: A Challenging Math Problem Understanding and Reasoning DatasetCode1
A Persian Benchmark for Joint Intent Detection and Slot FillingCode1
CREAK: A Dataset for Commonsense Reasoning over Entity KnowledgeCode1
Compresso: Structured Pruning with Collaborative Prompting Learns Compact Large Language ModelsCode1
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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