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 17011725 of 1978 papers

TitleStatusHype
STIL - Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++Code0
Do prompt positions really matter?Code0
Data Selection for Fine-tuning Large Language Models Using Transferred Shapley ValuesCode0
Learning to Generalize for Sequential Decision MakingCode0
Learning to Merge Tokens in Vision TransformersCode0
Prompt Tuning Strikes Back: Customizing Foundation Models with Low-Rank Prompt AdaptationCode0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
HeGeL: A Novel Dataset for Geo-Location from Hebrew TextCode0
PROPRES: Investigating the Projectivity of Presupposition with Various Triggers and EnvironmentsCode0
Grounding learning of modifier dynamics: An application to color namingCode0
Learning to translate by learning to communicateCode0
GPT-Neo for commonsense reasoning -- a theoretical and practical lensCode0
Prot2Chat: Protein LLM with Early-Fusion of Text, Sequence and StructureCode0
StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical UnderstandingCode0
Leveraging Affirmative Interpretations from Negation Improves Natural Language UnderstandingCode0
ProVe -- Self-supervised pipeline for automated product replacement and cold-starting based on neural language modelsCode0
Leveraging Grammar Induction for Language Understanding and GenerationCode0
Leveraging Large Language Models for Scalable Vector Graphics-Driven Image UnderstandingCode0
Pruning Pre-trained Language Models with Principled Importance and Self-regularizationCode0
Goal-Oriented Script ConstructionCode0
Are Visual-Linguistic Models Commonsense Knowledge Bases?Code0
Towards Democratized Flood Risk Management: An Advanced AI Assistant Enabled by GPT-4 for Enhanced Interpretability and Public EngagementCode0
Towards end-to-end spoken language understandingCode0
GlyphPattern: An Abstract Pattern Recognition for Vision-Language ModelsCode0
Gendered Pronoun Resolution using BERT and an extractive question answering formulationCode0
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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