{
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  "path": "/t/seeking-arxiv-cs-cl-endorsement-tscg-tool-schema-compression-13k-api-calls-12-models-npm-package-live/175231#post_1",
  "publishedAt": "2026-04-13T23:55:52.000Z",
  "site": "https://discuss.huggingface.co",
  "tags": [
    "GitHub - SKZL-AI/tscg: TSCG — Deterministic tool-schema compiler for LLM agents. 50-72% token savings, 50 tools in 2.4ms. Phi-4 recovers from 0% to 90% accuracy. 459 tests, zero dependencies, MIT. · GitHub",
    "@tscg"
  ],
  "textContent": "Hi everyone, I’m an independent researcher (University of Helsinki AI programme) seeking arXiv endorsement for cs.CL (cross-list cs.AI). Endorsement code: I7F9IJ Paper: “TSCG: Token-Context Semantic Grammar for Causal Prompt Optimization in Large Language Models” - ~13,000 API calls across 12 models (4B–32B + 3 frontier) - Phi-4 accuracy recovery: 0% → 90% via format translation - Open-source: npm install @tscg/core (v1.3.0, 8 operators, 47 tests, zero deps) - GitHub: GitHub - SKZL-AI/tscg: TSCG — Deterministic tool-schema compiler for LLM agents. 50-72% token savings, 50 tools in 2.4ms. Phi-4 recovers from 0% to 90% accuracy. 459 tests, zero dependencies, MIT. · GitHub - Targeting EMNLP 2026 via ACL Rolling Review The endorsement takes about 30 seconds. Thank you!",
  "title": "Seeking arXiv cs.CL endorsement — TSCG tool-schema compression (13K API calls, 12 models, npm package live)"
}