Pith. sign in
Pith Number

pith:2D4IAYJC

pith:2025:2D4IAYJCQ6PTGFHTE5NJD66436
not attested not anchored not stored refs pending

Agent models: Internalizing Chain-of-Action Generation into Reasoning models

Jiangming Shu, Jitao Sang, Xinyan Wen, Yuqi Yang, Yuxiang Zhang

arxiv:2503.06580 v1 · 2025-03-09 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2D4IAYJCQ6PTGFHTE5NJD66436}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:27:37.570354Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d0f8806122879f3314f3275a91fbdcdfb275c6d4a833876681389a87a8b42cd1

Aliases

arxiv: 2503.06580 · arxiv_version: 2503.06580v1 · doi: 10.48550/arxiv.2503.06580 · pith_short_12: 2D4IAYJCQ6PT · pith_short_16: 2D4IAYJCQ6PTGFHT · pith_short_8: 2D4IAYJC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2D4IAYJCQ6PTGFHTE5NJD66436 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: d0f8806122879f3314f3275a91fbdcdfb275c6d4a833876681389a87a8b42cd1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f133071e64155593e498c31bf0d654f0aeaafd4926069c849f61dcdb34be754e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-09T12:19:47Z",
    "title_canon_sha256": "ea5ea65db356117d5824bdc30647eb3c69aa21eccaf45445241d64b84e5b09aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06580",
    "kind": "arxiv",
    "version": 1
  }
}