Exact dynamic programming optimizes the integer Bennett-distortion surrogate but does not consistently improve real-model perplexity; across 15 cells it is far slower than the damped allocator and sometimes helps, ties, or hurts.

Exact dynamic programming optimizes the integer Bennett-distortion surrogate but does not consistently improve real-model perplexity; across 15 cells it is far slower than the damped allocator and sometimes helps, ties, or hurts. · CiteArk

Measurement results

0/55 assessed

0 supported0 disputed or conflicting55 not assessed

The complete result group stays with its claim. Assessed rows come first; their judgments do not replace the whole-claim conclusion. Expand a row for conditions, sources, and evidence history.

Each row is a measurement with its reported value, latest available observation, and cumulative evidence state.
Metric and conditions	Reported	Latest observation	Evidence judgment
bpd: 0.5 · side: K-only · model: LLaMA-3.1-8B · solver: damped proportional update	15.56 perplexity	—	Not assessed
bpd: 0.5 · side: K-only · model: LLaMA-3.1-8B · solver: exact DP over Bennett surrogate	17.02 perplexity	—	Not assessed
bpd: 0.5 · model: LLaMA-3.1-8B	25 fold	—	Not assessed
bpd: 1 · side: K-only · model: LLaMA-3.1-8B · solver: damped proportional update	15.55 perplexity	—	Not assessed
bpd: 1 · side: K-only · model: LLaMA-3.1-8B · solver: exact DP over Bennett surrogate	15.71 perplexity	—	Not assessed
bpd: 1 · model: LLaMA-3.1-8B	40 fold	—	Not assessed
bpd: 2 · side: K-only · model: LLaMA-3.1-8B · solver: damped proportional update	6.78 perplexity	—	Not assessed
bpd: 2 · side: K-only · model: LLaMA-3.1-8B · solver: exact DP over Bennett surrogate	7.38 perplexity	—	Not assessed
bpd: 2 · model: LLaMA-3.1-8B	49 fold	—	Not assessed
bpd: 3 · side: K-only · model: LLaMA-3.1-8B · solver: damped proportional update	5.98 perplexity	—	Not assessed
bpd: 3 · side: K-only · model: LLaMA-3.1-8B · solver: exact DP over Bennett surrogate	5.93 perplexity	—	Not assessed
bpd: 3 · model: LLaMA-3.1-8B	50 fold	—	Not assessed

Exact dynamic programming optimizes the integer Bennett-distortion surrogate but does not consistently improve real-model perplexity; across 15 cells it is far slower than the damped allocator and sometimes helps, ties, or hurts.

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results