ML Research Wiki / Benchmarks / Natural Language Inference / QNLI

QNLI

Natural Language Inference Benchmark

Performance Over Time

📊 Showing 42 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 PSQ (Chen et al., 2020) A Statistical Framework for Low-bitwidth Training of Deep Neural Networks 94.50 2020-10-27 📦 cjf00000/StatQuant 📦 gaochang-bjtu/1-bit-fqt
2 Q-BERT (Shen et al., 2020) Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT 93.00 2019-09-12 -
3 Q8BERT (Zafrir et al., 2019) Q8BERT: Quantized 8Bit BERT 93.00 2019-10-14 📦 NervanaSystems/nlp-architect 📦 intellabs/model-compression-research-package 📦 huggingface/block_movement_pruning 📦 mindspore-ai/models 📦 iabd/QuantizedNMT
4 24hBERT How to Train BERT with an Academic Budget 90.60 2021-04-15 📦 peteriz/academic-budget-bert 📦 IntelLabs/academic-budget-bert 📦 octanove/shiba 📦 yxzwang/normalized-information-payload
5 ALBERT ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 0.00 2019-09-26 📦 huggingface/transformers 📦 tensorflow/models 📦 PaddlePaddle/PaddleNLP
6 StructBERTRoBERTa ensemble StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding 0.00 2019-08-13 -
7 ALICE SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization 0.00 2019-11-08 📦 namisan/mt-dnn 📦 microsoft/MT-DNN 📦 archinetai/smart-pytorch
8 MT-DNN-SMART SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization 0.00 2019-11-08 📦 namisan/mt-dnn 📦 microsoft/MT-DNN 📦 archinetai/smart-pytorch
9 RoBERTa (ensemble) RoBERTa: A Robustly Optimized BERT Pretraining Approach 0.00 2019-07-26 📦 huggingface/transformers 📦 pytorch/fairseq 📦 PaddlePaddle/PaddleNLP
10 T5-11B Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 0.00 2019-10-23 📦 huggingface/transformers 📦 PaddlePaddle/PaddleNLP 📦 google-research/text-to-text-transfer-transformer

All Papers (42)