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feat: learned tolerance curve for gate — no hardcoded thresholds
CI
#56:
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feat: structural scoring + quality-adjusted gate
CI
#55:
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fix: remove inflated LLM Pearson claim from README
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#54:
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fix: README consistency — match actual demo output format everywhere
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#53:
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feat: gate verdicts, train/test split, source quotes in demo
CI
#52:
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docs: complete README redesign — proof-first, show don't tell
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#51:
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docs: complete README redesign — show don't tell
CI
#50:
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feat: 100% audit trail — source spans, consensus scoring, completenes…
CI
#49:
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feat: adversarial + cross-domain test datasets
CI
#48:
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docs: factual audit + full rewrite of all 3 READMEs (EN/CN/JP)
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#47:
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docs: comprehensive README update — ontology spine architecture, ASAP…
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#46:
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feat: self-calibrating SNN weights — Pearson 0.973, QWK 0.972, MAE 2.52
CI
#45:
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feat: deep evaluation ontology + onto_align integration
CI
#44:
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feat: onto_align integration — align essay graphs against reference o…
CI
#43:
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feat: full /sketch Turtle path — OWL ontology per essay via GraphStore
CI
#42:
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feat: Option B benchmark working — graph-SNN beats regex on QWK and MAE
CI
#41:
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feat: Option B architecture — argument graph + graph-aware SNN aggreg…
CI
#40:
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feat: expanded benchmark — ASAP 12,976 essays, per-set metrics, hallu…
CI
#39:
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ci: retrigger after open-ontologies fix
CI
#38:
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fix: resolve clippy warnings breaking CI
CI
#37:
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docs: comprehensive README update — scoring + prediction benchmarks, …
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#36:
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docs: update README to reflect ontology spine architecture
CI
#35:
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feat: ontology spine — LLM works through SNN via eds_* MCP tools
CI
#34:
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feat: adaptive extraction — domain-aware evidence for essays, tenders…
CI
#33:
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feat: shoal feeds EDS analysis into subagent prompt — evidence-inform…
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#32:
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