{"type":"post","id":"code-and-pipeline-available-at-github-com-ponhvoan-62f346","slug":"code-and-pipeline-available-at-github-com-ponhvoan-62f346","title":"Code and pipeline available at github.com/ponhvoan/TruthAnchor under Apache-2.0.","description":"TruthAnchor makes uncertainty calibration an inspectable pipeline rather than an unspecified post-processing step.","retrieval_nugget":"TruthAnchor makes uncertainty calibration an inspectable pipeline rather than an unspecified post-processing step.","published_at":"2026-10-20","updated_at":"2026-10-20","record_date":"2026-10-20","date_kind":"published_at","topics":["github"],"source_urls":["https://github.com/ponhvoan/TruthAnchor"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:code-and-pipeline-available-at-github-com-ponhvoan-62f346","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:beaba7555d918eef38187e3b9fd66dc007ddc3dbec98d4b4dc15fa7600d7650e","reviewed_at":"2026-10-20T02:01:43.820Z","source_evidence_count":1,"verified_claim_count":3,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":3,"implication_count":1,"watch_condition_count":1,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"A calibration release is useful as a research artifact when its score-to-correctness mapping and evaluation path can be rerun, but code availability alone does not establish better calibration.","observed_facts":[{"text":"The repository is public and carries an Apache-2.0 license.","source_urls":["https://github.com/ponhvoan/TruthAnchor"]},{"text":"It lists TriviaQA, SciQ, and PopQA as supported benchmark datasets.","source_urls":["https://github.com/ponhvoan/TruthAnchor"]},{"text":"The README describes generation, uncertainty scoring, mapper training, held-out evaluation, and outputs including evaluation results and score files.","source_urls":["https://github.com/ponhvoan/TruthAnchor"]}],"mechanism":"A lightweight MLP learns a mapping from raw uncertainty scores to an estimated probability that a response is correct.","why_now":"Researchers evaluating LLM confidence can inspect and run a concrete calibration workflow rather than infer one from a high-level claim.","implications":["The repository lowers the practical barrier to testing score calibration on the listed benchmarks or custom labeled data, while leaving the value of the learned mapping to be measured."],"evidence_boundary":"The supplied GitHub page documents implementation scope and usage, but provides no numerical results establishing accuracy, generalization, or superiority to alternatives.","watch_conditions":["Look for reported held-out metrics across datasets and models, including whether calibration gains persist outside the benchmark setup."],"related_records":[],"new_branch_reason":"No prior New Runtime record about TruthAnchor was supplied; the available related context concerns a different pipeline-optimization approach, not this score-calibration artifact."},"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/code-and-pipeline-available-at-github-com-ponhvoan-62f346/","markdown":"https://newruntime.com/posts/code-and-pipeline-available-at-github-com-ponhvoan-62f346.md","json":"https://newruntime.com/posts/code-and-pipeline-available-at-github-com-ponhvoan-62f346.json"},"next_reads":[{"type":"topic","path":"/topics/github/","url":"https://newruntime.com/topics/github/","title":"Github","reason":"Explore the github topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/github.md","json_url":"https://newruntime.com/topics/github.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}