Paper: expand to three comprehensive tablesHEADmaster

Table 1 (main, K=4): 11 baselines + 5 UPH variants (d=8..128) with
state size, inference tokens, R-L±std, METEOR±std on both tasks.
Table 2 (review_k): full K=4/8/16 ROUGE-L for all 15 methods.
Table 3 (topic_k): full K=4/8/16 ROUGE-L for all 15 methods.

d sweep is now folded into each table's UPH block, replacing the
separate small ablation table.

Rewrote §3.2 prose to reflect the flat K-scaling observed universally
on LongLaMP and the low-dimensional nature of the user prior.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

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