docs: propose cross-request semantic fatigue experiment - #83
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Summary
This RFC proposes a measurement-first experiment for viewer-specific semantic fatigue across For You requests. It tests whether repeated exposure to a sufficiently narrow semantic family predicts lower marginal utility before any ranking change is enabled.
Why
Exact post deduplication and current-slate diversity address different time horizons. The public repository exposes request/served history, candidate semantic identifiers, author-diversity scoring, and current-slate DPP reranking, but the published code does not establish a cross-request semantic-exposure feature.
The RFC turns that observation into a staged, falsifiable proposal:
Design decisions
Review focus
The RFC asks maintainers to confirm the contracts that must precede implementation:
semantic_ids, SID levels, andSlateContext.fatigue;Related work
This is complementary to PR #37, which focuses on repetition among posts selected together in one slate. This RFC focuses on repeated exposure across earlier requests.
New concepts
Historical semantic exposure
Historical semantic exposure is a viewer-specific, time-decayed measure of how much content from a validated semantic family the viewer has already encountered. It is useful here because post IDs only identify exact objects, while current-slate diversity only sees candidates in the current request.
For example, three different posts can express one narrow proposition across three requests. The feature records that prior exposure and then tests whether another equivalent recommendation has lower marginal utility. It should not be used as a broad-topic mute, a novelty bonus, or a subjective quality score.
Validation
git diff --cached --checksuccessfully.