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papers/tables/locomo-ablation-test.tex
zooqueen 67816f32ac Paper 1 reads its retrieval tables from the runs
The engine's ablation on all ten conversations, the test split run once
after the dev freeze, the same rows over all-MiniLM-L6-v2 at k=10, and
the frozen configuration by k are generated by hanzoai/cloud
bench/brain/tables.mjs. LoCoMo-Conv is unreleased, so that section now
says so and reports the protocol check on the original questions instead
of a number nobody can reproduce.
2026-09-09 03:07:37 -07:00

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% generated by hanzoai/cloud bench/brain/tables.mjs — test split (conversations 3–9), k=20, frozen at the dev sweep
\begin{tabular}{lrrrrrrrrrr}
\toprule
& \multicolumn{2}{c}{multi-hop} & single & temporal & open & all & & & pool & p50 \\
\cmidrule(lr){2-3}
Configuration & ALL@20 & ANY@20 & ALL@20 & ALL@20 & ALL@20 & R@20 & nDCG & supported & cands & ms \\
\midrule
cosine over turns & 18.8 & 80.3 & 78.3 & 72.3 & 35.6 & 70.9 & 48.8 & 80.5 & 40 & 0.55 \\
+ BM25 & 21.2 & 78.4 & 82.8 & 73.6 & 38.4 & 73.9 & 52.9 & 83.2 & 53 & 0.62 \\
+ atomic fact index & 35.1 & 88.5 & 83.0 & 78.8 & 43.8 & 77.9 & 58.7 & 86.4 & 71 & 1.15 \\
+ canonical entities & 35.1 & 88.5 & 83.0 & 78.8 & 43.8 & 77.9 & 58.7 & 86.4 & 71 & 1.10 \\
+ timeline & 34.6 & 88.5 & 83.3 & 79.7 & 45.2 & 78.2 & 59.9 & 86.8 & 71 & 1.04 \\
+ adjacency & 37.5 & 88.5 & 84.6 & 80.1 & 45.2 & 79.1 & 60.5 & 87.5 & 75 & 1.03 \\
+ typed expansion & 37.5 & 88.5 & 84.6 & 80.1 & 45.2 & 79.1 & 60.5 & 87.5 & 75 & 0.98 \\
+ second hop from resolved state & 37.5 & 88.0 & 87.7 & 81.4 & 45.2 & 80.7 & 61.6 & 87.8 & 77 & 1.67 \\
\midrule
pseudo-relevance feedback & 19.7 & 75.5 & 72.4 & 69.3 & 35.6 & 66.4 & 46.3 & 75.8 & 634 & 1.10 \\
chain search (top turn as query) & 37.5 & 88.0 & 83.8 & 78.8 & 45.2 & 78.5 & 56.7 & 86.3 & 79 & 1.64 \\
surface-entity expansion & 35.6 & 88.0 & 83.0 & 78.8 & 43.8 & 77.9 & 58.2 & 86.2 & 82 & 0.98 \\
global reciprocal-rank fusion & 32.2 & 88.5 & 86.7 & 80.1 & 38.4 & 79.6 & 55.5 & 88.4 & 139 & 1.20 \\
\bottomrule
\end{tabular}