Restructure local-evidence manuscript and record analysis controls

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# Main ICASSP manuscript
## Current structure (2026-09-17)
The current draft uses **causal local evidence adaptation** as the single
umbrella for recent modality evidence and cutoff-aligned Omni tail access.
It supersedes the older scope description below; historical strategy docs
remain records of their dates. The new scoped decision is
[`../../docs/manuscript_local_evidence_structure_2026-09-17.md`](../../docs/manuscript_local_evidence_structure_2026-09-17.md).
- Method has two subsections: **Model Architecture** (task, global/local
features, fusion and learning) and **Streaming Inference Architecture**
(8-s maximum context, completed-history reuse, temporary current tail,
cutoff alignment). Only one displayed fusion equation remains.
- The core is frozen Qwen Omni `G` + recent 1-s Qwen audio `A`; pooled
person vision is optional, not an established performance contribution.
- The three contributions cover global--local adaptation, its partial-tail
streaming realization, and controlled dense versus onset/offset analysis.
Caching alone is not claimed as a new algorithm; mechanism gains await
matched controls.
- The method figure now depicts that actual core rather than an unmeasured
25-Hz MuVAP person-attention branch. Preserved-EgoSpeak residual fusion and
its block-phase embedding are auxiliary controls, not the default head.
- Semantic opportunity evaluation is deferred during annotation auditing.
Its historical protocol and workload are preserved in
[`annotation_protocol_notes.tex`](annotation_protocol_notes.tex), which is
deliberately not included in the submission PDF. Historical results remain
in the original `results/` and `reports/` records.
- Analysis uses Main Comparison, Local Evidence Analysis, Streaming and
Context Analysis, and Error and Qualitative Analysis. Omni LoRA is deferred.
Planned experiments are in the
[dated experiment log](../../docs/local_evidence_analysis_experiment_log_2026-09-17.md).
- Locked main rows and the tail-refresh x local-audio / context-cap table are
unmeasured placeholders, not zero or mixed-protocol confirmatory numbers.
Historical main-table screens are identified explicitly. Already inspected
official-test runs remain exploratory despite additional seed repetitions.
- Backbone transfer adds paired G/GA controls for Qwen2.5-Omni 3B/7B and
MiniCPM-o 4.5, fixing the same local audio sidecar. Compact table deltas are
pending and require readout/refresh/history audits; MiniCPM is not yet
GPU-verified or an established matched 8-s stream. This scoped transfer
overrides the older cache-diagnostic-only restriction below, not the 3B core.
- The body targets four technical pages with one method figure, one main
table, one compact streaming/transfer controls table, and one error/qualitative figure slot.
The optional fifth page is references only; replace TODOs rather than keep
appending, and finalize author kit and applicable AI-drafting disclosure.
## Build and historical scope
This is the editable paper directory. It uses the unmodified official ICASSP
2026 LaTeX assets stored in `../ICASSP2026_Paper_Templates/`. When the ICASSP
2027 author kit is released, replace or add the official template and update