notesum.ai
Published at October 18Do LLMs "know" internally when they follow instructions?
cs.CL
cs.AI
stat.ML
Released Date: October 18, 2024
Authors: Juyeon Heo1, Christina Heinze-Deml2, Oussama Elachqar3, Shirley Ren2, Udhay Nallasamy2, Andy Miller2, Kwan Ho Ryan Chan4, Jaya Narain2
Aff.: 1University of Cambridge; 2Apple; 3Not specified; 4UPenn

| Model | Original SR | Random SR | Inst-follow SR | Original QR | Random QR | Inst-follow QR |
| LLaMA-2-chat-7B | 0.57 0.00 | 0.55 0.00 | 0.59 0.00 | 0.87 0.09 | 0.85 0.10 | 0.87 0.08 |
| LLaMA-2-chat-13B | 0.61 0.00 | 0.54 0.12 | 0.65 0.02 | 0.92 0.00 | 0.91 0.02 | 0.94 0.00 |
| Mistral-7B-inst-v0.3 | 0.58 0.00 | 0.56 0.02 | 0.64 0.02 | 0.95 0.02 | 0.86 0.02 | 0.98 0.06 |
| Phi-3-mini-128k | 0.71 0.00 | 0.63 0.04 | 0.74 0.01 | 0.76 0.01 | 0.76 0.01 | 0.78 0.00 |