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| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-08 20:22:05 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-08 20:22:05 -0500 |
| commit | 72344e953b9e933a9961c3065a92c5518dd1cb93 (patch) | |
| tree | 5a352e60ef02a995093e40772011fd0e9aed8f01 /results/fa_no_penalty_30ep | |
| parent | d1c22697a99c894f07db972acb5a1a9229b0276a (diff) | |
paper v2.36: add \paragraph{} headers throughout §3-§6 for readability
User feedback: "你能不能分点subsection甚至subsubsection?或者至少paragraph。
现在读起来很不顺畅,因为看起来太大块了"
The recent v2.34-v2.35 expansions made several §4 paragraphs very long
and dense. The user asked for visible structure (subsection /
subsubsection / at least paragraph headers).
Added \paragraph{} bold inline headers throughout §3-§6:
§3 (Mode 1):
- The two parts of Mode 1
- Falsification chain: four alternative attributions
- Causal control: removing terminal LayerNorm on the same backbone
§4 (Mode 2):
- Mode 2 is present even when measurement is meaningful
- A second metric with different failure modes agrees
- Per-layer reporting is mandatory: layer-0 dominance
- Method-dependent severity once Mode 1 is alleviated
- Three functional metrics rank the methods consistently; cosine disagrees
- A three-part proposition: observation, inference, mechanism hypothesis
- Mode 1 may be a downstream symptom of Mode 2
- Hypothesis status and reporting rule
§5 (Intervention):
- The penalty rescues the measurement regime
- Penalty alleviates Mode 2 only partially; the λ sweep separates the modes
- Capacity-cost control: BP under the same penalty
- Cross-architecture and depth-sweep evidence
§6 (Protocol):
- Start from measurement validity
- Decision value: which diagnostics actually walk back which methods
- Diagnostic roles and calibration
Each paragraph now has a bold inline header that names what it argues
for, so a reader skimming the §3-§6 mainline can navigate by header
rather than parsing dense prose blocks.
Used \paragraph{} (not \subsection{}) because:
1. \subsection{} would renumber the TOC and add another level of
heading depth
2. \paragraph{} is the standard LaTeX inline-bold header that's
visually distinct without breaking the section structure
3. Doesn't affect the figure/table numbering
Page impact: total pages 19 → 20 (paragraph headers add ~1 line per
header). Per the user's relaxed page budget, this is acceptable. §7
still starts on p10, references on p10-12.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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