GRaPE-2.1-Flash-NLA / eval_report.json
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GRaPE 2.1 Flash NLA — full merged AV+AR models
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{
"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."
}
]
}