Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "n_models": 6, | |
| "n_pairs": 15, | |
| "models": [ | |
| { | |
| "name": "hubert-base", | |
| "family": "hubert", | |
| "objective": "self-supervised", | |
| "dim": 768 | |
| }, | |
| { | |
| "name": "hubert-large", | |
| "family": "hubert", | |
| "objective": "self-supervised", | |
| "dim": 1024 | |
| }, | |
| { | |
| "name": "wav2vec2-base", | |
| "family": "wav2vec2", | |
| "objective": "self-supervised", | |
| "dim": 768 | |
| }, | |
| { | |
| "name": "wav2vec2-large", | |
| "family": "wav2vec2", | |
| "objective": "self-supervised", | |
| "dim": 1024 | |
| }, | |
| { | |
| "name": "whisper-base", | |
| "family": "whisper", | |
| "objective": "supervised", | |
| "dim": 512 | |
| }, | |
| { | |
| "name": "whisper-small", | |
| "family": "whisper", | |
| "objective": "supervised", | |
| "dim": 768 | |
| } | |
| ], | |
| "regime_counts": { | |
| "Local-Only": 14, | |
| "Convergent": 1 | |
| }, | |
| "pairs": [ | |
| { | |
| "pair": "hubert-base \u00d7 hubert-large", | |
| "model_a": "hubert-base", | |
| "model_b": "hubert-large", | |
| "family_a": "hubert", | |
| "family_b": "hubert", | |
| "objective_a": "self-supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.465, | |
| "s_local_raw": 0.4677, | |
| "null_mean": 0.005, | |
| "s_global": 0.778, | |
| "lambda": 0.5978, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.9469, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.2126, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 7.1, | |
| "delta": 1.18, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-base \u00d7 wav2vec2-base", | |
| "model_a": "hubert-base", | |
| "model_b": "wav2vec2-base", | |
| "family_a": "hubert", | |
| "family_b": "wav2vec2", | |
| "objective_a": "self-supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.3995, | |
| "s_local_raw": 0.4025, | |
| "null_mean": 0.005, | |
| "s_global": 0.6982, | |
| "lambda": 0.5722, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.9042, | |
| "tai": 0.2619, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 5.37, | |
| "delta": 0.55, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-base \u00d7 wav2vec2-large", | |
| "model_a": "hubert-base", | |
| "model_b": "wav2vec2-large", | |
| "family_a": "hubert", | |
| "family_b": "wav2vec2", | |
| "objective_a": "self-supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.29, | |
| "s_local_raw": 0.2936, | |
| "null_mean": 0.005, | |
| "s_global": 0.7394, | |
| "lambda": 0.3922, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.2579, | |
| "tai": 0.49, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 3.12, | |
| "delta": 2.8, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-base \u00d7 whisper-base", | |
| "model_a": "hubert-base", | |
| "model_b": "whisper-base", | |
| "family_a": "hubert", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1758, | |
| "s_local_raw": 0.1799, | |
| "null_mean": 0.005, | |
| "s_global": 0.6128, | |
| "lambda": 0.2868, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.6392, | |
| "tai": 0.3776, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 2.92, | |
| "delta": 2.99, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-base \u00d7 whisper-small", | |
| "model_a": "hubert-base", | |
| "model_b": "whisper-small", | |
| "family_a": "hubert", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1536, | |
| "s_local_raw": 0.1578, | |
| "null_mean": 0.005, | |
| "s_global": 0.6418, | |
| "lambda": 0.2393, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.5425, | |
| "tai": 0.2367, | |
| "bitrate_a": 5.92, | |
| "bitrate_b": 3.31, | |
| "delta": 2.61, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-large \u00d7 wav2vec2-base", | |
| "model_a": "hubert-large", | |
| "model_b": "wav2vec2-base", | |
| "family_a": "hubert", | |
| "family_b": "wav2vec2", | |
| "objective_a": "self-supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.3285, | |
| "s_local_raw": 0.3318, | |
| "null_mean": 0.005, | |
| "s_global": 0.5825, | |
| "lambda": 0.5639, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 1.0, | |
| "tai": 0.757, | |
| "bitrate_a": 7.1, | |
| "bitrate_b": 5.37, | |
| "delta": 1.73, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-large \u00d7 wav2vec2-large", | |
| "model_a": "hubert-large", | |
| "model_b": "wav2vec2-large", | |
| "family_a": "hubert", | |
| "family_b": "wav2vec2", | |
| "objective_a": "self-supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.2244, | |
| "s_local_raw": 0.2283, | |
| "null_mean": 0.005, | |
| "s_global": 0.5251, | |
| "lambda": 0.4274, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.4506, | |
| "tai": 0.8781, | |
| "bitrate_a": 7.1, | |
| "bitrate_b": 3.12, | |
| "delta": 3.98, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-large \u00d7 whisper-base", | |
| "model_a": "hubert-large", | |
| "model_b": "whisper-base", | |
| "family_a": "hubert", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1444, | |
| "s_local_raw": 0.1487, | |
| "null_mean": 0.005, | |
| "s_global": 0.4495, | |
| "lambda": 0.3213, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.4336, | |
| "tai": 0.5493, | |
| "bitrate_a": 7.1, | |
| "bitrate_b": 2.92, | |
| "delta": 4.17, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "hubert-large \u00d7 whisper-small", | |
| "model_a": "hubert-large", | |
| "model_b": "whisper-small", | |
| "family_a": "hubert", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1327, | |
| "s_local_raw": 0.137, | |
| "null_mean": 0.005, | |
| "s_global": 0.4649, | |
| "lambda": 0.2855, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.3516, | |
| "tai": 0.4067, | |
| "bitrate_a": 7.1, | |
| "bitrate_b": 3.31, | |
| "delta": 3.79, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "wav2vec2-base \u00d7 wav2vec2-large", | |
| "model_a": "wav2vec2-base", | |
| "model_b": "wav2vec2-large", | |
| "family_a": "wav2vec2", | |
| "family_b": "wav2vec2", | |
| "objective_a": "self-supervised", | |
| "objective_b": "self-supervised", | |
| "s_local": 0.3109, | |
| "s_local_raw": 0.3144, | |
| "null_mean": 0.005, | |
| "s_global": 0.6808, | |
| "lambda": 0.4567, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.2416, | |
| "tai": 0.2506, | |
| "bitrate_a": 5.37, | |
| "bitrate_b": 3.12, | |
| "delta": 2.25, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "wav2vec2-base \u00d7 whisper-base", | |
| "model_a": "wav2vec2-base", | |
| "model_b": "whisper-base", | |
| "family_a": "wav2vec2", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1398, | |
| "s_local_raw": 0.1442, | |
| "null_mean": 0.005, | |
| "s_global": 0.4896, | |
| "lambda": 0.2856, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.6632, | |
| "tai": 0.3051, | |
| "bitrate_a": 5.37, | |
| "bitrate_b": 2.92, | |
| "delta": 2.44, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "wav2vec2-base \u00d7 whisper-small", | |
| "model_a": "wav2vec2-base", | |
| "model_b": "whisper-small", | |
| "family_a": "wav2vec2", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1272, | |
| "s_local_raw": 0.1316, | |
| "null_mean": 0.005, | |
| "s_global": 0.5278, | |
| "lambda": 0.2409, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.5144, | |
| "tai": 0.0109, | |
| "bitrate_a": 5.37, | |
| "bitrate_b": 3.31, | |
| "delta": 2.06, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "wav2vec2-large \u00d7 whisper-base", | |
| "model_a": "wav2vec2-large", | |
| "model_b": "whisper-base", | |
| "family_a": "wav2vec2", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1415, | |
| "s_local_raw": 0.1458, | |
| "null_mean": 0.005, | |
| "s_global": 0.6056, | |
| "lambda": 0.2337, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.4827, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.1978, | |
| "bitrate_a": 3.12, | |
| "bitrate_b": 2.92, | |
| "delta": 0.19, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "wav2vec2-large \u00d7 whisper-small", | |
| "model_a": "wav2vec2-large", | |
| "model_b": "whisper-small", | |
| "family_a": "wav2vec2", | |
| "family_b": "whisper", | |
| "objective_a": "self-supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.1357, | |
| "s_local_raw": 0.14, | |
| "null_mean": 0.005, | |
| "s_global": 0.6602, | |
| "lambda": 0.2055, | |
| "tau": 0.0, | |
| "tau_a_to_b": 0.4903, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.3098, | |
| "bitrate_a": 3.12, | |
| "bitrate_b": 3.31, | |
| "delta": 0.19, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "pair": "whisper-base \u00d7 whisper-small", | |
| "model_a": "whisper-base", | |
| "model_b": "whisper-small", | |
| "family_a": "whisper", | |
| "family_b": "whisper", | |
| "objective_a": "supervised", | |
| "objective_b": "supervised", | |
| "s_local": 0.2699, | |
| "s_local_raw": 0.2735, | |
| "null_mean": 0.005, | |
| "s_global": 0.9104, | |
| "lambda": 0.2964, | |
| "tau": 0.8785, | |
| "tau_a_to_b": 0.9275, | |
| "tau_b_to_a": 0.8785, | |
| "tai": 0.0504, | |
| "bitrate_a": 2.92, | |
| "bitrate_b": 3.31, | |
| "delta": 0.38, | |
| "regime": "Convergent" | |
| } | |
| ] | |
| } |