PaLM 2 Technical Report (arXiv 2305.10403v1) 10 May 2023
- TriviaQA (EM), 1-shot 86.1
- NaturalQuestions (EM), 1-shot 37.5
- WebQuestions (EM), 1-shot 28.2
- LAMBADA, 1-shot 86.9
- HellaSwag, 1-shot 86.8
- StoryCloze, 1-shot 87.4
- WSC, 1-shot 86.9
- WinoGrande (5), instruction-tuned, Table 5 (Table 2 1-shot = 83.0) 90.9
- Winograd, 1-shot 89.5
- SQuAD v2 (EM), 1-shot 80.5
- RACE-H, 1-shot 62.3
- RACE-M, 1-shot 77
- PIQA, 1-shot 85
- ARC-C (4), CoT + SC, Table 5 (Table 2 1-shot = 69.2) 95.1
- ARC-E, 1-shot 89.7
- OpenBookQA, 1-shot 58.5
- BoolQ, 1-shot 90.9
- COPA, 1-shot 96
- RTE, 1-shot 79.3
- WiC, 1-shot 66.8
- MultiRC (F1), 1-shot 88.2
- ReCoRD, 1-shot 93.8
- CB, 1-shot 87.5
- Best of ANLI-R1, 1-shot / ANLI-R2, 1-shot / ANLI-R3, 1-shot 73.1
- DROP (3) 85
- StrategyQA (6), CoT + SC 90.4
- CSQA (7), CoT + SC 90.4
- XCOPA (4) 94.4
- BB Hard (3), CoT 78.1
- MATH, CoT + self-consistency (greedy CoT = 34.3) 48.8
- GSM8K, CoT + self-consistency (greedy CoT = 80.7) 91
- MGSM, CoT + self-consistency (greedy CoT = 72.2) 87