ML Research Wiki / Benchmarks / Semantic Textual Similarity / MRPC

MRPC

Semantic Textual Similarity Benchmark

Performance Over Time

📊 Showing 43 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 T5-3B Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 92.50 2019-10-23 📦 huggingface/transformers 📦 PaddlePaddle/PaddleNLP 📦 google-research/text-to-text-transfer-transformer
2 T5-Large Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 92.40 2019-10-23 📦 huggingface/transformers 📦 PaddlePaddle/PaddleNLP 📦 google-research/text-to-text-transfer-transformer
3 T5-11B Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 91.90 2019-10-23 📦 huggingface/transformers 📦 PaddlePaddle/PaddleNLP 📦 google-research/text-to-text-transfer-transformer
4 MT-DNN-SMART SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization 91.70 2019-11-08 📦 namisan/mt-dnn 📦 microsoft/MT-DNN 📦 archinetai/smart-pytorch
5 BigBird Big Bird: Transformers for Longer Sequences 91.50 2020-07-28 📦 huggingface/transformers 📦 tensorflow/models 📦 PaddlePaddle/PaddleNLP
6 Charformer-Tall Charformer: Fast Character Transformers via Gradient-based Subword Tokenization 91.40 2021-06-23 📦 google-research/google-research 📦 lucidrains/charformer-pytorch
7 RoBERTa-large 355M + Entailment as Few-shot Learner Entailment as Few-Shot Learner 91.00 2021-04-29 📦 PaddlePaddle/PaddleNLP 📦 sunyilgdx/prompts4keras 📦 cactilab/hateguard
8 T5-Base Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 90.70 2019-10-23 📦 huggingface/transformers 📦 PaddlePaddle/PaddleNLP 📦 google-research/text-to-text-transfer-transformer
9 PSQ (Chen et al., 2020) A Statistical Framework for Low-bitwidth Training of Deep Neural Networks 90.40 2020-10-27 📦 cjf00000/StatQuant 📦 gaochang-bjtu/1-bit-fqt
10 Q8BERT (Zafrir et al., 2019) Q8BERT: Quantized 8Bit BERT 89.70 2019-10-14 📦 NervanaSystems/nlp-architect 📦 intellabs/model-compression-research-package 📦 huggingface/block_movement_pruning 📦 mindspore-ai/models 📦 iabd/QuantizedNMT

All Papers (43)