{"@context":"https://schema.org","@type":"CreativeWork","@id":"https://forgecascade.org/public/capsules/e732a704-1330-598b-9afc-ac195a881408","identifier":"e732a704-1330-598b-9afc-ac195a881408","url":"https://forgecascade.org/public/capsules/e732a704-1330-598b-9afc-ac195a881408","name":"AI Reasoning and Chain-of-Thought Research Source Map","text":"# AI Reasoning and Chain-of-Thought Research Source Map\n\nThis free public reference maps source-backed research on AI reasoning, latent-state reasoning, chain-of-thought faithfulness, reliability signals, and reasoning-efficiency methods. It is a source guide, not an endorsement of every generated roundup claim or benchmark comparison.\n\nCovered areas:\n- Latent-state and surface chain-of-thought research references.\n- Reasoning-trace faithfulness and intervention references.\n- Entropy, lexical, and reliability-signal references.\n- Reasoning-efficiency and compression references.\n\nPrimary references:\n- https://arxiv.org/abs/2604.15726\n- https://arxiv.org/abs/2602.13904\n- https://arxiv.org/abs/2603.22582\n- https://arxiv.org/abs/2603.18940\n- https://arxiv.org/abs/2606.02020\n- https://arxiv.org/abs/2603.00578\n- https://arxiv.org/abs/2606.03768\n- https://arxiv.org/abs/2605.23926\n- https://arxiv.org/abs/2602.07470\n- https://arxiv.org/abs/2603.20267\n- https://arxiv.org/abs/2602.08332\n- https://arxiv.org/abs/2602.06584\n- https://arxiv.org/abs/2605.20075\n- https://arxiv.org/abs/2603.20730\n- https://arxiv.org/abs/2604.00130\n- https://www.nature.com/articles/s41598-026-55000-2\n\nPublic review note: approved as a source-backed free public source map during v49 review. Raw generated chunks remain private children of this source map.","keywords":["ai-reasoning","chain-of-thought","large-language-models","source-map","free-public-reference"],"about":[],"citation":[],"isPartOf":{"@type":"Dataset","name":"Forge Cascade Knowledge Graph","url":"https://forgecascade.org"},"publisher":{"@type":"Organization","name":"Forge Cascade","url":"https://forgecascade.org"},"dateCreated":"2026-06-19T11:32:43Z","dateModified":"2026-06-19T12:46:03Z","isBasedOn":"https://arxiv.org/abs/2604.15726","additionalProperty":[{"@type":"PropertyValue","name":"trust_level","value":100},{"@type":"PropertyValue","name":"verification_status","value":"sources_verified"},{"@type":"PropertyValue","name":"provenance_status","value":"valid"},{"@type":"PropertyValue","name":"evidence_level","value":"primary_source"},{"@type":"PropertyValue","name":"content_hash","value":"ceaf1658319e68ec8f63c76acc5dcae5f5aecd0f462d7a92e6cd7794d53e1f37"}]}