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README: order variant table by test accuracy
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
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@@ -53,20 +53,20 @@ use r=32; the AntiPaSTO family uses r=256 (it tunes only S-space gain, so it nee
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| Variant | test % | valid % | Params | +MACs/tok | fwd/bwd (ms) | init (s) |
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| --------------------------------------------- | -----: | ------: | ------: | --------: | -----------: | -------: |
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| [DoRA](https://arxiv.org/abs/2402.09353) | 60.2 | 68.0 | 3.56M | 3.54M | 161 / 556 | 0.16 |
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| [LoRA](https://arxiv.org/abs/2106.09685) | 59.8 | 68.0 | 3.54M | 3.54M | 173 / 573 | 0.02 |
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| [PiSSA](https://arxiv.org/abs/2404.02948) | 59.8 | 76.0 | 3.54M | 3.54M | 146 / 549 | 2.04 |
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| [DoRA](https://arxiv.org/abs/2402.09353) | 60.2 | 68.0 | 3.56M | 3.54M | 161 / 556 | 0.16 |
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| [DeLoRA](https://arxiv.org/abs/2503.18225) | 56.2 | 62.0 | 3.54M | 3.54M | 169 / 593 | 0.21 |
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| [HRA](https://arxiv.org/abs/2405.17484) | 59.2 | 70.0 | 2.75M | 2.75M | 225 / 948 | 0.04 |
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| [EVA](https://arxiv.org/abs/2410.07170) | 59.3 | 74.0 | 3.54M | 3.54M | 151 / 660 | 28.3 |
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| [IA3](https://arxiv.org/pdf/2205.05638) | 52.3 | 62.0 | 0.0061M | 0M | 161 / 515 | 0.01 |
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| [IA3-FF](https://arxiv.org/pdf/2205.05638) | 56.3 | 62.0 | 0.086M | 0M | 140 / 510 | 0.01 |
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| [EVA](https://arxiv.org/abs/2410.07170) | 59.3 | 74.0 | 3.54M | 3.54M | 151 / 660 | 28.3 |
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| [IA3-FF](https://arxiv.org/pdf/2205.05638) | 56.3 | 62.0 | 0.086M | 0M | 140 / 510 | 0.01 |
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| [DeLoRA](https://arxiv.org/abs/2503.18225) | 56.2 | 62.0 | 3.54M | 3.54M | 169 / 593 | 0.21 |
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| [AntiPaSTO](https://arxiv.org/abs/2601.07473) | 56.0 | 62.0 | 0.0061M | 28.3M | 166 / 571 | 2.5 |
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| AntiPaSTO-rot | 57.2 | 60.0 | 0.0154M | 28.3M | 165 / 596 | 2.0 |
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| AntiPaSTO-CorDA (full C) | 54.7 | 58.0 | 0.0061M | 28.3M | 146 / 576 | 120 |
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| AntiPaSTO-ASVD (diag C) | 55.6 | 64.0 | 0.0061M | 28.3M | 150 / 533 | 34 |
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| AntiPaSTO-ablate | 56.0 | 68.0 | 0.0062M | 28.3M | 166 / 580 | 2.2 |
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| AntiPaSTO-dplr | 56.0 | 64.0 | 0.1044M | 28.4M | 153 / 582 | 3.6 |
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| AntiPaSTO-ASVD (diag C) | 55.6 | 64.0 | 0.0061M | 28.3M | 150 / 533 | 34 |
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| AntiPaSTO-CorDA (full C) | 54.7 | 58.0 | 0.0061M | 28.3M | 146 / 576 | 120 |
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| [IA3](https://arxiv.org/pdf/2205.05638) | 52.3 | 62.0 | 0.0061M | 0M | 161 / 515 | 0.01 |
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test/valid % = GSM8K exact-match accuracy. Params = trainable adapter params. +MACs/tok = added
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forward MACs per token (analytic, hardware-independent). fwd/bwd = median ms over one batch.
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