1319 lines
42 KiB
JSON
1319 lines
42 KiB
JSON
{
|
|
"schema_version": 1,
|
|
"recorded_date": "2026-08-28",
|
|
"dataset": "easycom",
|
|
"status": "preliminary_single_seed_user_reported_remote_evaluation",
|
|
"units": {
|
|
"ap_and_map": "percent",
|
|
"deltas": "percentage_points",
|
|
"printed_precision_decimals": 5
|
|
},
|
|
"primary_protocol": "causal_valid_only",
|
|
"full_horizon_protocol_received": "egospeak_full_timeline",
|
|
"evidence": {
|
|
"current_user_attachments": 3,
|
|
"earlier_user_attachments": 2,
|
|
"full_horizon_records_received": 50,
|
|
"remote_metrics_json_received": false,
|
|
"remote_predictions_received": false,
|
|
"remote_checkpoint_payload_received": false,
|
|
"training_summary_json_received": false,
|
|
"training_curves_received": false,
|
|
"checkpoint_epoch_independently_verified": false,
|
|
"raw_media_or_feature_causality_reaudited": false,
|
|
"remote_run_git_commit_verified": false,
|
|
"seed_variance_available": false,
|
|
"note": "Attachments show inference excerpts and paths to checkpoints/training summaries, not their contents. No experiment was re-run locally."
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|
},
|
|
"experiment": {
|
|
"new_variants": [
|
|
"encoder_audio",
|
|
"encoder_visual",
|
|
"encoder_av"
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|
],
|
|
"reported_seed": 0,
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|
"missing_seeds": [
|
|
1,
|
|
2
|
|
],
|
|
"planned_epochs": 4,
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|
"train_sessions": [
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4,
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|
5,
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|
6,
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|
7,
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|
8,
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|
9,
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|
10,
|
|
11,
|
|
12
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|
],
|
|
"dev_sessions": [],
|
|
"test_sessions_observed": [
|
|
"Session_3",
|
|
"Session_2",
|
|
"Session_1"
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|
],
|
|
"split_and_training_budget_source": "User run instructions and local runner at 321238a; not remote checkpoint inspection.",
|
|
"loss_observed": "lstr-mce",
|
|
"output_space_observed": "three-class-softmax",
|
|
"configured_training": {
|
|
"batch_size": 512,
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|
"learning_rate": 0.00007,
|
|
"weight_decay": 0.00005,
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|
"warmup_epochs": 1.6,
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|
"warmup_factor": 0.3,
|
|
"dropout": 0.2,
|
|
"transition_objective": "none",
|
|
"selection": "final_epoch_no_dev"
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|
},
|
|
"configured_encoder": {
|
|
"checkpoint": "Qwen2.5-Omni-3B",
|
|
"frozen": true,
|
|
"reported_transformers": "4.57.6",
|
|
"audio_window_seconds": 1,
|
|
"visual_window_seconds": 1,
|
|
"video_fps": 2,
|
|
"state_hz": 5,
|
|
"native_audio_dim": 2048,
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|
"native_visual_dim": 2048,
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|
"visual_readout": "mean tokens, equal-person mean, then trailing-window mean over valid frames",
|
|
"audio_readout": "pooled valid encoder outputs from half-open trailing mixed-audio window",
|
|
"provided_person_boxes": true,
|
|
"online_detector_evaluated": false,
|
|
"uses_thinker_hidden_states": false
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|
},
|
|
"prior_G_definition": "Frozen 3B Thinker, open-stream-replay, 8s memory, 2fps, last-four-layer stack with concat-MLP",
|
|
"remote_paths": {
|
|
"project": "/data1/yfzx/wangx/Code/icassp2027-experiment",
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|
"source_local_features_confirmed_by_user": "/data1/yfzx/wangx/Datasets/easycom/omni_features/local_qwen_1s_encoded_tf4576",
|
|
"target_root": "/data1/yfzx/wangx/Datasets/easycom/easycom_target_frame",
|
|
"exported_features_template": "/data1/yfzx/wangx/Datasets/easycom/omni_features/encoder_only_{audio,av,visual}_1s",
|
|
"checkpoint_root": "checkpoints/easycom_encoder_only_1s",
|
|
"result_root": "results/easycom_encoder_only_1s",
|
|
"prior_checkpoint_root": "checkpoints/easycom_local_b1_encoded_tf4576"
|
|
},
|
|
"trainable_parameter_counts_from_local_code": {
|
|
"assumption": "Native A/V=2048D; G=4x2048 with concat-MLP; 256D B1 local projections; LSTR-MCE; no transition head. Counts not read from remote checkpoints.",
|
|
"source": "easycom_head.TurnPredictionHead at 321238a",
|
|
"counts": {
|
|
"encoder_audio": 2134048,
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|
"encoder_visual": 2134048,
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"encoder_av": 8468547,
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"thinker": 18928670,
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"thinker_audio": 19720992,
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"thinker_visual": 19720992,
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"thinker_av": 20513314
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}
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|
}
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|
},
|
|
"evaluation": {
|
|
"horizon_semantics": "Nominal EgoSpeak labels, 0.2 to 2.0 seconds. Physical input-to-target lead and online latency are not inferred from metric names.",
|
|
"full_timeline_note": "Includes unavailable initial h target rows per session as zero-score predictions.",
|
|
"causal_valid_only_note": "Excludes the first h target rows per session for horizon h; not an independent audit of raw input causality.",
|
|
"session_outputs_observed": [
|
|
{
|
|
"sample_id": "Session_3",
|
|
"shape": [
|
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8400,
|
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3,
|
|
10
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|
],
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|
"causal_valid_counts": [
|
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8399,
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8398,
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8397,
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8396,
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8395,
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8394,
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8393,
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8392,
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8391,
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8390
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]
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},
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{
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"sample_id": "Session_2",
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|
"shape": [
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7706,
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3,
|
|
10
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|
],
|
|
"causal_valid_counts": [
|
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7705,
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7704,
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7703,
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7702,
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7701,
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7700,
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7699,
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7698,
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7697,
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7696
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]
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},
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{
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"sample_id": "Session_1",
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|
"shape": [
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6942,
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3,
|
|
10
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|
],
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|
"causal_valid_counts": [
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6941,
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6940,
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6939,
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6938,
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6937,
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6936,
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6935,
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6934,
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6933,
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6932
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]
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}
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],
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"full_timeline_num_samples_each_horizon": 23048,
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"causal_valid_num_samples_each_horizon": [
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23045,
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23042,
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23039,
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23036,
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23033,
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23030,
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23027,
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23024,
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23021,
|
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23018
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|
]
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|
},
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|
"causal_valid_only": {
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|
"availability": "Only the earlier reported first-horizon class AP/mAP and ten-horizon mean; full curves not received.",
|
|
"runs": [
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{
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"variant": "thinker",
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|
"input": "G",
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"seed": 0,
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"horizon_0_2": {
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"nominal_seconds": 0.2,
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"map_percent": 73.44637,
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"background_ap_percent": 56.76438,
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"wearer_ap_percent": 77.8665,
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"others_ap_percent": 85.70824
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},
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"ten_horizon_mean_map_percent": 60.84861,
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"full_horizon_metrics_available": false,
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"source_file": "reported_causal_summary.txt"
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},
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{
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"variant": "encoder_audio",
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"input": "A",
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"seed": 0,
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"horizon_0_2": {
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"nominal_seconds": 0.2,
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"map_percent": 79.69221,
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"background_ap_percent": 63.69477,
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"wearer_ap_percent": 84.09982,
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"others_ap_percent": 91.28205
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},
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"ten_horizon_mean_map_percent": 60.50771,
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"full_horizon_metrics_available": false,
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"source_file": "reported_causal_summary.txt"
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},
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{
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"variant": "encoder_visual",
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"input": "V",
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"seed": 0,
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"horizon_0_2": {
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"nominal_seconds": 0.2,
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"map_percent": 48.38434,
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"background_ap_percent": 30.16284,
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"wearer_ap_percent": 41.68834,
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"others_ap_percent": 73.30186
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},
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"ten_horizon_mean_map_percent": 46.2525,
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"full_horizon_metrics_available": false,
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"source_file": "reported_causal_summary.txt"
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},
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{
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"variant": "encoder_av",
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"input": "A+V",
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"seed": 0,
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"horizon_0_2": {
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"nominal_seconds": 0.2,
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"map_percent": 79.00727,
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"background_ap_percent": 63.67397,
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"wearer_ap_percent": 82.69832,
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"others_ap_percent": 90.64952
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},
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"ten_horizon_mean_map_percent": 60.76303,
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"full_horizon_metrics_available": false,
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|
"source_file": "reported_causal_summary.txt"
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},
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{
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|
"variant": "thinker_audio",
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|
"input": "G+A",
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"seed": 0,
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"horizon_0_2": {
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"nominal_seconds": 0.2,
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"map_percent": 81.72257,
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"background_ap_percent": 68.15248,
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"wearer_ap_percent": 85.06554,
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"others_ap_percent": 91.94969
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},
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"ten_horizon_mean_map_percent": 65.10895,
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"full_horizon_metrics_available": false,
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"source_file": "reported_causal_summary.txt"
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},
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{
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"variant": "thinker_visual",
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"input": "G+V",
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"seed": 0,
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"horizon_0_2": {
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"nominal_seconds": 0.2,
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"map_percent": 73.47412,
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"background_ap_percent": 56.67089,
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"wearer_ap_percent": 78.60954,
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"others_ap_percent": 85.14194
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},
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"ten_horizon_mean_map_percent": 60.99238,
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"full_horizon_metrics_available": false,
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"source_file": "reported_causal_summary.txt"
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|
},
|
|
{
|
|
"variant": "thinker_av",
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"input": "G+A+V",
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|
"seed": 0,
|
|
"horizon_0_2": {
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"nominal_seconds": 0.2,
|
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"map_percent": 82.02661,
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|
"background_ap_percent": 68.93423,
|
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"wearer_ap_percent": 85.08583,
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"others_ap_percent": 92.05978
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},
|
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"ten_horizon_mean_map_percent": 65.39978,
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"full_horizon_metrics_available": false,
|
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"source_file": "reported_causal_summary.txt"
|
|
}
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|
],
|
|
"comparisons": [
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{
|
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"contrast": "encoder_audio_minus_thinker",
|
|
"protocol": "causal_valid_only",
|
|
"horizon_0_2_delta_pp": {
|
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"map": 6.24584,
|
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"background_ap": 6.93039,
|
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"wearer_ap": 6.23332,
|
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"others_ap": 5.57381
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},
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"ten_horizon_mean_delta_pp": -0.3409
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|
},
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{
|
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"contrast": "encoder_av_minus_encoder_audio",
|
|
"protocol": "causal_valid_only",
|
|
"horizon_0_2_delta_pp": {
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"map": -0.68494,
|
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"background_ap": -0.0208,
|
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"wearer_ap": -1.4015,
|
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"others_ap": -0.63253
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},
|
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"ten_horizon_mean_delta_pp": 0.25532
|
|
},
|
|
{
|
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"contrast": "thinker_audio_minus_encoder_audio",
|
|
"protocol": "causal_valid_only",
|
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"horizon_0_2_delta_pp": {
|
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"map": 2.03036,
|
|
"background_ap": 4.45771,
|
|
"wearer_ap": 0.96572,
|
|
"others_ap": 0.66764
|
|
},
|
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"ten_horizon_mean_delta_pp": 4.60124
|
|
},
|
|
{
|
|
"contrast": "thinker_av_minus_encoder_av",
|
|
"protocol": "causal_valid_only",
|
|
"horizon_0_2_delta_pp": {
|
|
"map": 3.01934,
|
|
"background_ap": 5.26026,
|
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"wearer_ap": 2.38751,
|
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"others_ap": 1.41026
|
|
},
|
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"ten_horizon_mean_delta_pp": 4.63675
|
|
},
|
|
{
|
|
"contrast": "thinker_av_minus_thinker_audio",
|
|
"protocol": "causal_valid_only",
|
|
"horizon_0_2_delta_pp": {
|
|
"map": 0.30404,
|
|
"background_ap": 0.78175,
|
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"wearer_ap": 0.02029,
|
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"others_ap": 0.11009
|
|
},
|
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"ten_horizon_mean_delta_pp": 0.29083
|
|
}
|
|
]
|
|
},
|
|
"egospeak_full_timeline": {
|
|
"availability": "Parsed from 3 current attachments and 2 earlier attachments; not original metrics.json.",
|
|
"runs": [
|
|
{
|
|
"variant": "encoder_visual",
|
|
"input": "V",
|
|
"seed": 0,
|
|
"source_file": "raw_encoder_visual_seed0.txt",
|
|
"source_kind": "current_user_attachment",
|
|
"horizons": [
|
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{
|
|
"nominal_seconds": 0.2,
|
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"map_percent": 48.38326,
|
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"background_ap_percent": 30.16284,
|
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"wearer_ap_percent": 41.68834,
|
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"others_ap_percent": 73.29862,
|
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"num_samples": 23048
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},
|
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{
|
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"nominal_seconds": 0.4,
|
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"map_percent": 47.68478,
|
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"background_ap_percent": 29.82215,
|
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"wearer_ap_percent": 40.98323,
|
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"others_ap_percent": 72.24896,
|
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"num_samples": 23048
|
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},
|
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{
|
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"nominal_seconds": 0.6,
|
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"map_percent": 47.26191,
|
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"background_ap_percent": 29.28129,
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"wearer_ap_percent": 40.74974,
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"others_ap_percent": 71.75469,
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"num_samples": 23048
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},
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{
|
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"nominal_seconds": 0.8,
|
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"map_percent": 46.626,
|
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"background_ap_percent": 28.24103,
|
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"wearer_ap_percent": 40.4737,
|
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"others_ap_percent": 71.16328,
|
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"num_samples": 23048
|
|
},
|
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{
|
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"nominal_seconds": 1,
|
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"map_percent": 46.00582,
|
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"background_ap_percent": 27.73638,
|
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"wearer_ap_percent": 39.50369,
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"others_ap_percent": 70.7774,
|
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"num_samples": 23048
|
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},
|
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{
|
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"nominal_seconds": 1.2,
|
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"map_percent": 45.75002,
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"background_ap_percent": 27.39577,
|
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"wearer_ap_percent": 39.53354,
|
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"others_ap_percent": 70.32075,
|
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"num_samples": 23048
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},
|
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{
|
|
"nominal_seconds": 1.4,
|
|
"map_percent": 45.41812,
|
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"background_ap_percent": 27.0492,
|
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"wearer_ap_percent": 39.3556,
|
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"others_ap_percent": 69.84957,
|
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"num_samples": 23048
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},
|
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{
|
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"nominal_seconds": 1.6,
|
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"map_percent": 45.56259,
|
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"background_ap_percent": 27.36515,
|
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"wearer_ap_percent": 39.16056,
|
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"others_ap_percent": 70.16205,
|
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"num_samples": 23048
|
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},
|
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{
|
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"nominal_seconds": 1.8,
|
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"map_percent": 44.79454,
|
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"background_ap_percent": 26.64061,
|
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"wearer_ap_percent": 38.50155,
|
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"others_ap_percent": 69.24145,
|
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"num_samples": 23048
|
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},
|
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{
|
|
"nominal_seconds": 2,
|
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"map_percent": 44.97339,
|
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"background_ap_percent": 27.3481,
|
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"wearer_ap_percent": 37.96646,
|
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"others_ap_percent": 69.6056,
|
|
"num_samples": 23048
|
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}
|
|
],
|
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"ten_horizon_mean_map_percent": 46.24604,
|
|
"ten_horizon_class_mean_ap_percent": {
|
|
"background_ap_percent": 28.10425,
|
|
"wearer_ap_percent": 39.79164,
|
|
"others_ap_percent": 70.84224
|
|
}
|
|
},
|
|
{
|
|
"variant": "encoder_av",
|
|
"input": "A+V",
|
|
"seed": 0,
|
|
"source_file": "raw_encoder_av_seed0.txt",
|
|
"source_kind": "current_user_attachment",
|
|
"horizons": [
|
|
{
|
|
"nominal_seconds": 0.2,
|
|
"map_percent": 79.00491,
|
|
"background_ap_percent": 63.67397,
|
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"wearer_ap_percent": 82.69832,
|
|
"others_ap_percent": 90.64244,
|
|
"num_samples": 23048
|
|
},
|
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{
|
|
"nominal_seconds": 0.4,
|
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"map_percent": 72.06793,
|
|
"background_ap_percent": 53.18404,
|
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"wearer_ap_percent": 75.84449,
|
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"others_ap_percent": 87.17528,
|
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"num_samples": 23048
|
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},
|
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{
|
|
"nominal_seconds": 0.6,
|
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"map_percent": 66.16179,
|
|
"background_ap_percent": 45.02921,
|
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"wearer_ap_percent": 69.82908,
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"others_ap_percent": 83.62708,
|
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"num_samples": 23048
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},
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{
|
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"nominal_seconds": 0.8,
|
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"map_percent": 61.62137,
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"background_ap_percent": 40.05126,
|
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"wearer_ap_percent": 64.4192,
|
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"others_ap_percent": 80.39364,
|
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"num_samples": 23048
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},
|
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{
|
|
"nominal_seconds": 1,
|
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"map_percent": 58.49237,
|
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"background_ap_percent": 36.31889,
|
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"map_delta_pp": 5.4672,
|
|
"background_ap_delta_pp": 9.76654,
|
|
"wearer_ap_delta_pp": 3.05014,
|
|
"others_ap_delta_pp": 3.58491
|
|
},
|
|
{
|
|
"nominal_seconds": 1.8,
|
|
"map_delta_pp": 4.96003,
|
|
"background_ap_delta_pp": 8.67647,
|
|
"wearer_ap_delta_pp": 2.89173,
|
|
"others_ap_delta_pp": 3.31191
|
|
},
|
|
{
|
|
"nominal_seconds": 2,
|
|
"map_delta_pp": 4.474,
|
|
"background_ap_delta_pp": 7.9032,
|
|
"wearer_ap_delta_pp": 2.52911,
|
|
"others_ap_delta_pp": 2.98971
|
|
}
|
|
],
|
|
"positive_map_horizons": [
|
|
0.2,
|
|
0.4,
|
|
0.6,
|
|
0.8,
|
|
1,
|
|
1.2,
|
|
1.4,
|
|
1.6,
|
|
1.8,
|
|
2
|
|
],
|
|
"negative_wearer_horizons": [],
|
|
"ten_horizon_mean_class_delta_pp": {
|
|
"background_ap_delta_pp": 8.71604,
|
|
"wearer_ap_delta_pp": 2.42825,
|
|
"others_ap_delta_pp": 2.6541
|
|
}
|
|
},
|
|
{
|
|
"contrast": "thinker_av_minus_encoder_av",
|
|
"protocol": "egospeak_full_timeline",
|
|
"ten_horizon_mean_delta_pp": 4.6351,
|
|
"per_horizon": [
|
|
{
|
|
"nominal_seconds": 0.2,
|
|
"map_delta_pp": 3.01924,
|
|
"background_ap_delta_pp": 5.26026,
|
|
"wearer_ap_delta_pp": 2.38751,
|
|
"others_ap_delta_pp": 1.40995
|
|
},
|
|
{
|
|
"nominal_seconds": 0.4,
|
|
"map_delta_pp": 3.92376,
|
|
"background_ap_delta_pp": 7.40499,
|
|
"wearer_ap_delta_pp": 2.98978,
|
|
"others_ap_delta_pp": 1.37649
|
|
},
|
|
{
|
|
"nominal_seconds": 0.6,
|
|
"map_delta_pp": 4.76486,
|
|
"background_ap_delta_pp": 8.81287,
|
|
"wearer_ap_delta_pp": 3.62595,
|
|
"others_ap_delta_pp": 1.85575
|
|
},
|
|
{
|
|
"nominal_seconds": 0.8,
|
|
"map_delta_pp": 5.17478,
|
|
"background_ap_delta_pp": 9.16256,
|
|
"wearer_ap_delta_pp": 4.14152,
|
|
"others_ap_delta_pp": 2.22026
|
|
},
|
|
{
|
|
"nominal_seconds": 1,
|
|
"map_delta_pp": 5.37619,
|
|
"background_ap_delta_pp": 9.30184,
|
|
"wearer_ap_delta_pp": 4.25047,
|
|
"others_ap_delta_pp": 2.57625
|
|
},
|
|
{
|
|
"nominal_seconds": 1.2,
|
|
"map_delta_pp": 5.48858,
|
|
"background_ap_delta_pp": 9.53032,
|
|
"wearer_ap_delta_pp": 4.07556,
|
|
"others_ap_delta_pp": 2.85986
|
|
},
|
|
{
|
|
"nominal_seconds": 1.4,
|
|
"map_delta_pp": 5.72137,
|
|
"background_ap_delta_pp": 9.55434,
|
|
"wearer_ap_delta_pp": 4.51649,
|
|
"others_ap_delta_pp": 3.09329
|
|
},
|
|
{
|
|
"nominal_seconds": 1.6,
|
|
"map_delta_pp": 5.05227,
|
|
"background_ap_delta_pp": 8.57436,
|
|
"wearer_ap_delta_pp": 3.99233,
|
|
"others_ap_delta_pp": 2.59012
|
|
},
|
|
{
|
|
"nominal_seconds": 1.8,
|
|
"map_delta_pp": 4.4789,
|
|
"background_ap_delta_pp": 7.75973,
|
|
"wearer_ap_delta_pp": 3.24211,
|
|
"others_ap_delta_pp": 2.43484
|
|
},
|
|
{
|
|
"nominal_seconds": 2,
|
|
"map_delta_pp": 3.35108,
|
|
"background_ap_delta_pp": 6.33098,
|
|
"wearer_ap_delta_pp": 1.66794,
|
|
"others_ap_delta_pp": 2.05433
|
|
}
|
|
],
|
|
"positive_map_horizons": [
|
|
0.2,
|
|
0.4,
|
|
0.6,
|
|
0.8,
|
|
1,
|
|
1.2,
|
|
1.4,
|
|
1.6,
|
|
1.8,
|
|
2
|
|
],
|
|
"negative_wearer_horizons": [],
|
|
"ten_horizon_mean_class_delta_pp": {
|
|
"background_ap_delta_pp": 8.16923,
|
|
"wearer_ap_delta_pp": 3.48897,
|
|
"others_ap_delta_pp": 2.24711
|
|
}
|
|
},
|
|
{
|
|
"contrast": "thinker_av_minus_thinker_audio",
|
|
"protocol": "egospeak_full_timeline",
|
|
"ten_horizon_mean_delta_pp": 0.29073,
|
|
"per_horizon": [
|
|
{
|
|
"nominal_seconds": 0.2,
|
|
"map_delta_pp": 0.30404,
|
|
"background_ap_delta_pp": 0.78175,
|
|
"wearer_ap_delta_pp": 0.02029,
|
|
"others_ap_delta_pp": 0.11007
|
|
},
|
|
{
|
|
"nominal_seconds": 0.4,
|
|
"map_delta_pp": 0.07771,
|
|
"background_ap_delta_pp": 0.68188,
|
|
"wearer_ap_delta_pp": -0.39038,
|
|
"others_ap_delta_pp": -0.05838
|
|
},
|
|
{
|
|
"nominal_seconds": 0.6,
|
|
"map_delta_pp": 0.55476,
|
|
"background_ap_delta_pp": 1.35728,
|
|
"wearer_ap_delta_pp": 0.24042,
|
|
"others_ap_delta_pp": 0.06657
|
|
},
|
|
{
|
|
"nominal_seconds": 0.8,
|
|
"map_delta_pp": 0.34568,
|
|
"background_ap_delta_pp": 1.29316,
|
|
"wearer_ap_delta_pp": -0.21828,
|
|
"others_ap_delta_pp": -0.03785
|
|
},
|
|
{
|
|
"nominal_seconds": 1,
|
|
"map_delta_pp": 0.06875,
|
|
"background_ap_delta_pp": 0.02811,
|
|
"wearer_ap_delta_pp": 0.17144,
|
|
"others_ap_delta_pp": 0.0067
|
|
},
|
|
{
|
|
"nominal_seconds": 1.2,
|
|
"map_delta_pp": 0.2116,
|
|
"background_ap_delta_pp": 0.31286,
|
|
"wearer_ap_delta_pp": 0.18579,
|
|
"others_ap_delta_pp": 0.13615
|
|
},
|
|
{
|
|
"nominal_seconds": 1.4,
|
|
"map_delta_pp": 0.35791,
|
|
"background_ap_delta_pp": 0.70775,
|
|
"wearer_ap_delta_pp": -0.01806,
|
|
"others_ap_delta_pp": 0.38404
|
|
},
|
|
{
|
|
"nominal_seconds": 1.6,
|
|
"map_delta_pp": 0.53673,
|
|
"background_ap_delta_pp": 0.71414,
|
|
"wearer_ap_delta_pp": 0.52333,
|
|
"others_ap_delta_pp": 0.37273
|
|
},
|
|
{
|
|
"nominal_seconds": 1.8,
|
|
"map_delta_pp": 0.46225,
|
|
"background_ap_delta_pp": 0.89499,
|
|
"wearer_ap_delta_pp": 0.29204,
|
|
"others_ap_delta_pp": 0.19971
|
|
},
|
|
{
|
|
"nominal_seconds": 2,
|
|
"map_delta_pp": -0.01207,
|
|
"background_ap_delta_pp": 0.09683,
|
|
"wearer_ap_delta_pp": -0.19875,
|
|
"others_ap_delta_pp": 0.0657
|
|
}
|
|
],
|
|
"positive_map_horizons": [
|
|
0.2,
|
|
0.4,
|
|
0.6,
|
|
0.8,
|
|
1,
|
|
1.2,
|
|
1.4,
|
|
1.6,
|
|
1.8
|
|
],
|
|
"negative_wearer_horizons": [
|
|
0.4,
|
|
0.8,
|
|
1.4,
|
|
2
|
|
],
|
|
"ten_horizon_mean_class_delta_pp": {
|
|
"background_ap_delta_pp": 0.68687,
|
|
"wearer_ap_delta_pp": 0.06078,
|
|
"others_ap_delta_pp": 0.12454
|
|
}
|
|
}
|
|
]
|
|
},
|
|
"protocol_differences": [
|
|
{
|
|
"variant": "encoder_visual",
|
|
"causal_minus_full_horizon_0_2_map_pp": 0.00108,
|
|
"causal_minus_full_ten_horizon_mean_map_pp": 0.00646
|
|
},
|
|
{
|
|
"variant": "encoder_av",
|
|
"causal_minus_full_horizon_0_2_map_pp": 0.00236,
|
|
"causal_minus_full_ten_horizon_mean_map_pp": 0.01176
|
|
},
|
|
{
|
|
"variant": "encoder_audio",
|
|
"causal_minus_full_horizon_0_2_map_pp": 0.0024,
|
|
"causal_minus_full_ten_horizon_mean_map_pp": 0.01154
|
|
},
|
|
{
|
|
"variant": "thinker_av",
|
|
"causal_minus_full_horizon_0_2_map_pp": 0.00246,
|
|
"causal_minus_full_ten_horizon_mean_map_pp": 0.01341
|
|
},
|
|
{
|
|
"variant": "thinker_audio",
|
|
"causal_minus_full_horizon_0_2_map_pp": 0.00246,
|
|
"causal_minus_full_ten_horizon_mean_map_pp": 0.01331
|
|
}
|
|
],
|
|
"interpretation": {
|
|
"observation_1": "In this seed, G+A beats A at every full-timeline horizon and class; G+AV likewise beats AV. This supports a useful combined system, not isolated decoder causation.",
|
|
"observation_2": "Encoder AV trails A in mAP at 0.2/0.4/0.6, turns slightly positive at 0.8, and gains about one pp at 1.6-2.0. Wearer AP declines at 9/10 horizons.",
|
|
"observation_3": "Adding local V to G+A yields small macro gains mainly from background; mean wearer AP change is only +0.06078 pp.",
|
|
"unproven_explanations": [
|
|
"Longer history contribution versus head capacity or nonlinear fusion",
|
|
"Whether person/time pooling suppresses speaker-specific information",
|
|
"Whether a different fusion or training budget would avoid negative wearer transfer"
|
|
],
|
|
"limitations": [
|
|
"One reported seed",
|
|
"Different head capacities and visual fields/history budgets",
|
|
"No training curves, remote model metadata, or original prediction arrays",
|
|
"Overall AP does not establish multi-person interaction understanding or boundary anticipation",
|
|
"No significance from treating correlated horizons as independent replicates",
|
|
"No feature-extraction or end-to-end speed claim from inference batch/s"
|
|
],
|
|
"next_steps": [
|
|
"Collect raw metrics.json and checkpoint/training metadata, plus causal-valid curves",
|
|
"Complete seeds 1/2 with fixed epoch-4/no-dev protocol",
|
|
"Run architecture/parameter and raw-visible-history controlled modality comparisons before attributing gains to Thinker",
|
|
"Only then test audio-conditioned per-person fusion and pre-specified multi-person/overlap reporting; avoid test-driven epoch/threshold selection"
|
|
]
|
|
},
|
|
"provenance": {
|
|
"normalization": "Console archives preserve all lines and wrapped paths; trailing horizontal whitespace removed and one final newline added. Numeric values unchanged.",
|
|
"sources": [
|
|
{
|
|
"variant": "encoder_visual",
|
|
"source_kind": "current_user_attachment",
|
|
"original_attachment_path": "/Users/wx44wx/.codex/attachments/a58e2943-0d9a-4d93-8b20-94ecd405c632/pasted-text.txt",
|
|
"archived_file": "raw_encoder_visual_seed0.txt"
|
|
},
|
|
{
|
|
"variant": "encoder_av",
|
|
"source_kind": "current_user_attachment",
|
|
"original_attachment_path": "/Users/wx44wx/.codex/attachments/ce28f77e-e131-497e-b9aa-83d9b1dc9171/pasted-text.txt",
|
|
"archived_file": "raw_encoder_av_seed0.txt"
|
|
},
|
|
{
|
|
"variant": "encoder_audio",
|
|
"source_kind": "current_user_attachment",
|
|
"original_attachment_path": "/Users/wx44wx/.codex/attachments/094440a9-5a37-4737-a32b-e905cdefbf3d/pasted-text.txt",
|
|
"archived_file": "raw_encoder_audio_seed0.txt"
|
|
},
|
|
{
|
|
"variant": "thinker_av",
|
|
"source_kind": "earlier_user_attachment",
|
|
"original_attachment_path": "/Users/wx44wx/.codex/attachments/e3e61fca-d5d2-452f-b040-c156f3d415e2/pasted-text.txt",
|
|
"archived_file": "raw_previous_thinker_av_seed0.txt"
|
|
},
|
|
{
|
|
"variant": "thinker_audio",
|
|
"source_kind": "earlier_user_attachment",
|
|
"original_attachment_path": "/Users/wx44wx/.codex/attachments/4a1649ae-1881-4c79-a7c4-0b0f56140eb8/pasted-text.txt",
|
|
"archived_file": "raw_previous_thinker_audio_seed0.txt"
|
|
}
|
|
],
|
|
"supplementary_source": "Earlier user summary tables and run commands in this thread, transcribed in reported_causal_summary.txt",
|
|
"locally_available_artifact": "Derived research record only, not a replacement for remote metrics.json"
|
|
}
|
|
}
|