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@@ -7,40 +7,46 @@ Autointerp at **N=32**, multi-judge (2 Haiku prompts), passage-coverage diagnost
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  | arch (family) | concat | n_seeds | /32 sem (mean ± se) | cov k/P (mean ± se) | cov entropy | judge disagree |
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  |---|---|---|---|---|---|---|
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  | TXC (Cycle F) | A | 3 | 21.7/32 ± 0.88 | 3.0/3 ± 0.00 | 0.91 ± 0.04 | 0.04 |
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- | TXC (Cycle F) | B | 3 | 16.0/32 ± 2.52 | 4.0/4 ± 0.00 | 1.29 ± 0.04 | 0.05 |
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- | TXC (Cycle F) | random | 3 | 0.0/32 ± 0.00 | 6.7/7 ± 0.33 | 1.69 ± 0.03 | 0.17 |
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- | T-SAE baseline | A | 1 | 23.0/32 ± 0.00 | 3.0/3 ± 0.00 | 0.93 ± 0.00 | 0.03 |
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- | T-SAE baseline | B | 1 | 18.0/32 ± 0.00 | 4.0/4 ± 0.00 | 1.22 ± 0.00 | 0.03 |
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- | T-SAE baseline | random | 1 | 12.0/32 ± 0.00 | 7.0/7 ± 0.00 | 1.85 ± 0.00 | 0.03 |
 
 
 
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  | TFA baseline | A | 1 | 14.0/32 ± 0.00 | 3.0/3 ± 0.00 | 1.07 ± 0.00 | 0.03 |
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  | TFA baseline | B | 1 | 12.0/32 ± 0.00 | 4.0/4 ± 0.00 | 1.24 ± 0.00 | 0.00 |
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- | TFA baseline | random | 1 | 0.0/32 ± 0.00 | 2.0/7 ± 0.00 | 0.14 ± 0.00 | 0.03 |
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  ### Full 9-arch matrix at seed=42
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  | arch | concat | /32 sem | cov k/P | cov ent | disagree |
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  |---|---|---|---|---|---|
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  | agentic_txc_02_batchtopk | A | 21.7/32 | 3.0/3 | 0.91 | 0.04 |
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- | agentic_txc_02_batchtopk | B | 16.0/32 | 4.0/4 | 1.29 | 0.05 |
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- | agentic_txc_02_batchtopk | random | 0.0/32 | 6.7/7 | 1.69 | 0.17 |
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- | tsae_paper | A | 23/32 | 3/3 | 0.93 | 0.03 |
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- | tsae_paper | B | 18/32 | 4/4 | 1.22 | 0.03 |
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- | tsae_paper | random | 12/32 | 7/7 | 1.85 | 0.03 |
 
 
 
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  | tfa_big | A | 14/32 | 3/3 | 1.07 | 0.03 |
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  | tfa_big | B | 12/32 | 4/4 | 1.24 | 0.00 |
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- | tfa_big | random | 0/32 | 2/7 | 0.14 | 0.03 |
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- | agentic_txc_10_bare | A | 20/32 | 3/3 | 1.01 | 0.00 |
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- | agentic_txc_10_bare | B | 19/32 | 4/4 | 1.34 | 0.06 |
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- | agentic_txc_10_bare | random | 5/32 | 7/7 | 1.55 | 0.22 |
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  | agentic_mlc_08 | A | 18/32 | 3/3 | 0.98 | 0.03 |
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  | agentic_mlc_08 | B | 18/32 | 4/4 | 1.34 | 0.00 |
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- | agentic_mlc_08 | random | 2/32 | 4/7 | 0.94 | 0.16 |
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  | agentic_txc_11_stack | A | 21/32 | 3/3 | 0.77 | 0.09 |
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  | agentic_txc_11_stack | B | 12/32 | 4/4 | 1.13 | 0.00 |
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  | agentic_txc_11_stack | random | 0/32 | 7/7 | 1.87 | 0.22 |
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  | agentic_txc_09_auxk | A | 21/32 | 3/3 | 0.91 | 0.06 |
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  | agentic_txc_09_auxk | B | 13/32 | 4/4 | 1.28 | 0.03 |
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- | agentic_txc_09_auxk | random | 0/32 | 7/7 | 1.68 | 0.22 |
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  | agentic_txc_02 | A | 17/32 | 3/3 | 0.95 | 0.03 |
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  | agentic_txc_02 | B | 16/32 | 4/4 | 1.33 | 0.03 |
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  | agentic_txc_02 | random | 0/32 | 7/7 | 1.76 | 0.22 |
 
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  | arch (family) | concat | n_seeds | /32 sem (mean ± se) | cov k/P (mean ± se) | cov entropy | judge disagree |
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  |---|---|---|---|---|---|---|
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  | TXC (Cycle F) | A | 3 | 21.7/32 ± 0.88 | 3.0/3 ± 0.00 | 0.91 ± 0.04 | 0.04 |
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+ | TXC (Cycle F) | B | 3 | 16.0/32 ± 2.52 | 4.0/4 ± 0.00 | 1.29 ± 0.04 | 0.08 |
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+ | TXC (Cycle F) | random | 3 | 0.0/32 ± 0.00 | 6.7/7 ± 0.33 | 1.69 ± 0.03 | 0.18 |
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+ | TXC (2x2 cell) | A | 3 | 20.7/32 ± 1.45 | 3.0/3 ± 0.00 | 0.94 ± 0.08 | 0.02 |
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+ | TXC (2x2 cell) | B | 3 | 15.0/32 ± 1.53 | 4.0/4 ± 0.00 | 1.33 ± 0.01 | 0.03 |
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+ | TXC (2x2 cell) | random | 3 | 1.7/32 ± 0.33 | 6.3/7 ± 0.67 | 1.62 ± 0.10 | 0.14 |
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+ | T-SAE baseline | A | 3 | 23.0/32 ± 1.15 | 3.0/3 ± 0.00 | 0.94 ± 0.02 | 0.03 |
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+ | T-SAE baseline | B | 3 | 17.7/32 ± 0.88 | 4.0/4 ± 0.00 | 1.27 ± 0.03 | 0.04 |
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+ | T-SAE baseline | random | 3 | 13.7/32 ± 1.33 | 7.0/7 ± 0.00 | 1.86 ± 0.01 | 0.09 |
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  | TFA baseline | A | 1 | 14.0/32 ± 0.00 | 3.0/3 ± 0.00 | 1.07 ± 0.00 | 0.03 |
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  | TFA baseline | B | 1 | 12.0/32 ± 0.00 | 4.0/4 ± 0.00 | 1.24 ± 0.00 | 0.00 |
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+ | TFA baseline | random | 1 | 1.0/32 ± 0.00 | 2.0/7 ± 0.00 | 0.14 ± 0.00 | 0.00 |
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  ### Full 9-arch matrix at seed=42
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  | arch | concat | /32 sem | cov k/P | cov ent | disagree |
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  |---|---|---|---|---|---|
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  | agentic_txc_02_batchtopk | A | 21.7/32 | 3.0/3 | 0.91 | 0.04 |
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+ | agentic_txc_02_batchtopk | B | 16.0/32 | 4.0/4 | 1.29 | 0.08 |
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+ | agentic_txc_02_batchtopk | random | 0.0/32 | 6.7/7 | 1.69 | 0.18 |
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+ | agentic_txc_12_bare_batchtopk | A | 20.7/32 | 3.0/3 | 0.94 | 0.02 |
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+ | agentic_txc_12_bare_batchtopk | B | 15.0/32 | 4.0/4 | 1.33 | 0.03 |
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+ | agentic_txc_12_bare_batchtopk | random | 1.7/32 | 6.3/7 | 1.62 | 0.14 |
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+ | tsae_paper | A | 23.0/32 | 3.0/3 | 0.94 | 0.03 |
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+ | tsae_paper | B | 17.7/32 | 4.0/4 | 1.27 | 0.04 |
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+ | tsae_paper | random | 13.7/32 | 7.0/7 | 1.86 | 0.09 |
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  | tfa_big | A | 14/32 | 3/3 | 1.07 | 0.03 |
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  | tfa_big | B | 12/32 | 4/4 | 1.24 | 0.00 |
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+ | tfa_big | random | 1/32 | 2/7 | 0.14 | 0.00 |
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+ | agentic_txc_10_bare | A | 21.0/32 | 3.0/3 | 0.98 | 0.02 |
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+ | agentic_txc_10_bare | B | 17.7/32 | 4.0/4 | 1.32 | 0.05 |
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+ | agentic_txc_10_bare | random | 3.0/32 | 6.7/7 | 1.66 | 0.23 |
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  | agentic_mlc_08 | A | 18/32 | 3/3 | 0.98 | 0.03 |
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  | agentic_mlc_08 | B | 18/32 | 4/4 | 1.34 | 0.00 |
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+ | agentic_mlc_08 | random | 2/32 | 4/7 | 0.94 | 0.19 |
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  | agentic_txc_11_stack | A | 21/32 | 3/3 | 0.77 | 0.09 |
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  | agentic_txc_11_stack | B | 12/32 | 4/4 | 1.13 | 0.00 |
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  | agentic_txc_11_stack | random | 0/32 | 7/7 | 1.87 | 0.22 |
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  | agentic_txc_09_auxk | A | 21/32 | 3/3 | 0.91 | 0.06 |
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  | agentic_txc_09_auxk | B | 13/32 | 4/4 | 1.28 | 0.03 |
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+ | agentic_txc_09_auxk | random | 0/32 | 7/7 | 1.68 | 0.25 |
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  | agentic_txc_02 | A | 17/32 | 3/3 | 0.95 | 0.03 |
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  | agentic_txc_02 | B | 16/32 | 4/4 | 1.33 | 0.03 |
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  | agentic_txc_02 | random | 0/32 | 7/7 | 1.76 | 0.22 |