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 101150 of 1978 papers

TitleStatusHype
BERT for Joint Intent Classification and Slot FillingCode1
AceGPT, Localizing Large Language Models in ArabicCode1
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than GeneratorsCode1
Beyond Autoregression: Fast LLMs via Self-Distillation Through TimeCode1
Braid: Weaving Symbolic and Neural Knowledge into Coherent Logical ExplanationsCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
BiPFT: Binary Pre-trained Foundation Transformer with Low-rank Estimation of Binarization Residual PolynomialsCode1
An Annotated Corpus of Reference Resolution for Interpreting Common GroundingCode1
Benchmarking Robustness of Machine Reading Comprehension ModelsCode1
A Dataset for Statutory Reasoning in Tax Law Entailment and Question AnsweringCode1
Bridging Text and Vision: A Multi-View Text-Vision Registration Approach for Cross-Modal Place RecognitionCode1
CalBERT - Code-mixed Adaptive Language representations using BERTCode1
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural NetworksCode1
Entailment as Robust Self-LearnerCode1
Break, Perturb, Build: Automatic Perturbation of Reasoning Paths Through Question DecompositionCode1
An Empirical Study of Tokenization Strategies for Various Korean NLP TasksCode1
Does It Make Sense? And Why? A Pilot Study for Sense Making and ExplanationCode1
Evaluation Toolkit For Robustness Testing Of Automatic Essay Scoring SystemsCode1
Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language ModelsCode1
Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM CompressionCode1
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM FamilyCode1
Event Time Extraction and Propagation via Graph Attention NetworksCode1
Capabilities of GPT-4 on Medical Challenge ProblemsCode1
Causal Distillation for Language ModelsCode1
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization ApproachCode1
Explaining Patterns in Data with Language Models via Interpretable AutopromptingCode1
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and DesignCode1
Efficient Long Sequence Modeling via State Space Augmented TransformerCode1
Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little DataCode1
Enhancing Language Representation with Constructional Information for Natural Language UnderstandingCode1
FaVIQ: FAct Verification from Information-seeking QuestionsCode1
AllenNLP: A Deep Semantic Natural Language Processing PlatformCode1
Dual Learning for Semi-Supervised Natural Language UnderstandingCode1
DroidCall: A Dataset for LLM-powered Android Intent InvocationCode1
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy InstructionsCode1
Dual Inference for Improving Language Understanding and GenerationCode1
Dual Supervised Learning for Natural Language Understanding and GenerationCode1
BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in BanglaCode1
Adapting Pretrained Transformer to Lattices for Spoken Language UnderstandingCode1
BARThez: a Skilled Pretrained French Sequence-to-Sequence ModelCode1
On the Importance of Effectively Adapting Pretrained Language Models for Active LearningCode1
Distilling Large Vision-Language Model with Out-of-Distribution GeneralizabilityCode1
DVMNet++: Rethinking Relative Pose Estimation for Unseen ObjectsCode1
ALBETO and DistilBETO: Lightweight Spanish Language ModelsCode1
Baby's CoThought: Leveraging Large Language Models for Enhanced Reasoning in Compact ModelsCode1
DeLoRA: Decoupling Angles and Strength in Low-rank AdaptationCode1
A Large-scale Comprehensive Abusiveness Detection Dataset with Multifaceted Labels from RedditCode1
A Win-win Deal: Towards Sparse and Robust Pre-trained Language ModelsCode1
Back to the Future: Bidirectional Information Decoupling Network for Multi-turn Dialogue ModelingCode1
Joint Prompt Optimization of Stacked LLMs using Variational InferenceCode1
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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