Will published performance on GSM8K-test exceed 90% by 1st April 2023?
Basic
8
Ṁ134
resolved Mar 15
Resolved
YES
https://arxiv.org/abs/2110.14168 https://paperswithcode.com/dataset/gsm8k State-of-the-art language models can match human performance on many tasks, but they still struggle to robustly perform multi-step mathematical reasoning. To diagnose the failures of current models and support research, we introduce GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems. We find that even the largest transformer models fail to achieve high test performance, despite the conceptual simplicity of this problem distribution. To increase performance, we propose training verifiers to judge the correctness of model completions. At test time, we generate many candidate solutions and select the one ranked highest by the verifier. We demonstrate that verification significantly improves performance on GSM8K, and we provide strong empirical evidence that verification scales more effectively with increased data than a finetuning baseline.
Get
Ṁ1,000
and
S3.00
Sort by:
predictedYES

GPT-4 achieves 92.0% - https://cdn.openai.com/papers/gpt-4.pdf

predictedYES

We're at 87.3%

https://paperswithcode.com/sota/arithmetic-reasoning-on-gsm8k

https://paperswithcode.com/sota/arithmetic-reasoning-on-gsm8k We're at 83% now...

Minerva just got >50% on MATH...

Related questions

© Manifold Markets, Inc.•Terms + Mana-only Terms•Privacy•Rules