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Prevents '-32600 Session not found' errors when the MCP server restarts, by making each HTTP request independent (no session tracking). Closes #4 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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…ht framing ARR October 2026 revision, Tier 2 items #5 (English-pivot ablation) and #6 (per-language error taxonomy), plus framing tweaks and Future Work paragraph on native-speaker evaluation. Content additions: §5.4 (new) * Pivot ablation paragraph reporting Llama-3.3-70B (open-weight, Groq) with vs. without English pivot on 50 headwords each in vi + th. Vietnamese: pivot CometKiwi 0.568 vs. direct 0.502 (Δ +0.067); Thai: pivot 0.520 vs. direct 0.526 (Δ +0.006). Finding: pivot bias is language-dependent, not uniform quality loss. Directly addresses AC pivot criticism + gKVr Anglocentric bias. §5.5 (new) * Per-language error-taxonomy pointer to Appendix~C's full 18-lang table (mono-gloss rate, mean segments, median length, CJK-inclusion, zh-echo). Addresses AC error analysis + gKVr per-lang breakdown + cky5 hallucination ask. Appendix~C: tab:error-taxonomy — full 18-lang breakdown. Framing (Task #7 in revision plan): * Abstract, §1 intro, §6 Limitations, §7 Conclusion: replaced "single commercial LLM" and "single LLM" wordings with "single open-weight LLM (MiniMax M2.5)", noting Fireworks/NIM third-party hosting supports reproducibility. Reframes gKVr's "single proprietary model" as partly a paper-clarity issue. §7 Future Work: * Native-speaker eval paragraph: explicitly acknowledged as gold-standard validation that requires per-language recruitment funding beyond the pipeline's $150 API cost; the model-based semantic metrics in §5.2-§5.3 are the strongest automated proxy. Preempts reviewer criticism for what we're deferring. Layout: * tab:comparison widened from 5 to 7 columns (BSc F1 + COMET-DA); compressed column widths and dropped % symbols in numeric cells to fit single-column tabular. Renders cleanly (overfull hbox ~4pt, cosmetic). * Conclusion compressed to a single tighter paragraph so body stays within 8 ACL pages. * §1 removed historical "Dictionario Hispanico Sinicum" decoration sentence + Under-resourced-languages example enumeration in §7 to reclaim space. Final: 11 pages total, 8 body pages (ACL-compliant), 3 pages references + appendices. lualatex + bibtex + 2× lualatex clean. #8 (open-weight second-model verification via Gemma-4-31B on Cerebras free tier) is running in a background job; the corresponding §5.6 and tab:verify addition will land in a follow-up commit with the release bump. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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Summary
stateless_http=Trueto theFastMCP()constructor insrc/zhcorpus/mcp/server.py-32600 Session not founderrors when the MCP server restartsCloses #4
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