{
  "model": "EleutherAI/pythia-1b",
  "seq_len": 4096,
  "n_chunks": 30,
  "theta": 10000.0,
  "T_train": 2048,
  "gamma_used": 0.931,
  "gamma_pade_at_T_train": 0.7470064429851826,
  "gamma_pade_at_seq_len": 0.5508312818257147,
  "d_horizon": 505.3378343021414,
  "D_f_f0_9": 2145,
  "f_retain": 0.9,
  "modes": {
    "baseline": {
      "ppl": 79.08715824739956,
      "nll": 4.370550513267517,
      "std": 0.25347707687263066,
      "delta_ppl": 0.0
    },
    "hard_cutoff": {
      "ppl": 25.261271320317242,
      "nll": 3.229272445042928,
      "std": 0.20028306722355718,
      "delta_ppl": -53.825886927082315
    },
    "soft_decay": {
      "ppl": 26.720916594771683,
      "nll": 3.2854466517766316,
      "std": 0.2015519103709852,
      "delta_ppl": -52.36624165262788
    },
    "hard_df": {
      "ppl": 19.954902748726713,
      "nll": 2.9934748649597167,
      "std": 0.22525463122726258,
      "delta_ppl": -59.13225549867285
    }
  },
  "verdict": "SOFT_DECAY_LOSES \u2014 idea 4 v25 refuted"
}