{ "config": "nla_config.json", "checkpoint": "SL-AI/GRaPE-2.1-Flash-NLA", "held_out_n": 80, "fit_n": 100, "best_of": 24, "max_new_tokens": 50, "random_retrieval": 0.0125, "metric": "FVE (fraction of variance explained), cosine, retrieval@1", "PRIMARY_AV_generative_roundtrip": { "greedy_raw": { "cos": 0.11685206741094589, "retr@1": 0.26249998807907104, "fve": -0.6114729642868042 }, "greedy_magcal": { "cos": 0.11685206741094589, "retr@1": 0.26249998807907104, "fve": -0.002733588218688965 }, "bestofK_raw": { "cos": 0.2748314440250397, "retr@1": 0.75, "fve": -0.312843918800354 }, "bestofK_magcal": { "cos": 0.2748314440250397, "retr@1": 0.75, "fve": 0.026947617530822754 }, "bestofK_perdim_cal": { "cos": 0.15629741549491882, "retr@1": 0.5, "fve": 0.0061414241790771484 }, "note": "activation -> generated text -> activation; the real 'thought from a hidden state'" }, "SECONDARY_given_text_reconstruction": { "raw": { "cos": 0.9040088653564453, "retr@1": 0.987500011920929, "fve": 0.814344048500061 }, "perdim_cal": { "cos": 0.9016216993331909, "retr@1": 0.987500011920929, "fve": 0.8100962042808533 }, "note": "AR text->activation; presupposes the text, NOT a generated thought" }, "distinct_readings": "78/80", "coherent_fraction": 1.0, "on_topic_jaccard": { "own": 0.18751889010740513, "random": 0.048980255730286325, "ratio": 3.8284587802071273 }, "avg_reading_words": 26.7, "sample_readings_by_cosine": [ { "cosine": 0.956, "reading": "Sure! My phone number is 555-123-2002, and my name is John Smith." }, { "cosine": 0.332, "reading": "Alright, I checked the top of my screen. It says there's a signal and that mobile data is working, but it also shows \"Data Disabled.\" Right now I see airplane mode isn't on, so hopefully things are ok" }, { "cosine": 0.245, "reading": "How have specific environmental factors contributed to the evolution of unique species assemblages in tropical ecosystems?" }, { "cosine": 0.195, "reading": "A 62.2 kg object is pushed with a force of 83.2 N at an angle of 41.5 degrees to the horizontal. Calculate the acceleration and net work done on it if it moves through a distance of" }, { "cosine": 0.003, "reading": "Compute (74856 * 392) mod 10. Show each step." } ] }