ML Research Wiki / Benchmarks / Few-Shot Text Classification / RAFT

RAFT

Few-Shot Text Classification Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Avg

Top Performing Models

Rank Model Paper Avg Date Code
1 Human (crowdsourced) RAFT: A Real-World Few-Shot Text Classification Benchmark 0.90 2021-09-28 📦 oughtinc/raft-baselines
2 T-Few Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning 0.88 2022-05-11 📦 kohakublueleaf/lycoris 📦 r-three/t-few
3 GPT-3 RAFT: A Real-World Few-Shot Text Classification Benchmark 0.82 2021-09-28 📦 oughtinc/raft-baselines
4 GPT-2 RAFT: A Real-World Few-Shot Text Classification Benchmark 0.72 2021-09-28 📦 oughtinc/raft-baselines
5 GPT-Neo RAFT: A Real-World Few-Shot Text Classification Benchmark 0.64 2021-09-28 📦 oughtinc/raft-baselines
6 AdaBoost RAFT: A Real-World Few-Shot Text Classification Benchmark 0.63 2021-09-28 📦 oughtinc/raft-baselines
7 BART MNLI zero-shot RAFT: A Real-World Few-Shot Text Classification Benchmark 0.40 2021-09-28 📦 oughtinc/raft-baselines
8 Plurality-class RAFT: A Real-World Few-Shot Text Classification Benchmark 0.39 2021-09-28 📦 oughtinc/raft-baselines
9 GPT-3 zero-shot RAFT: A Real-World Few-Shot Text Classification Benchmark 0.29 2021-09-28 📦 oughtinc/raft-baselines

All Papers (9)

oughtinc/raft-baselines
kohakublueleaf/lycoris r-three/t-few
oughtinc/raft-baselines
oughtinc/raft-baselines
oughtinc/raft-baselines
oughtinc/raft-baselines
oughtinc/raft-baselines
oughtinc/raft-baselines
oughtinc/raft-baselines