Pith. sign in
Pith Number

pith:W7HZ6QTN

pith:2026:W7HZ6QTN2CIUKJ4Z6ZRKJNE6CW
not attested not anchored not stored refs pending

Behavioral Controllability of Agentic Models for Information Extraction: From Fixed Workflows to Reflective Agents

Hongwei Feng, Lujia Zhang, Xingzhou Chen

arxiv:2607.15715 v1 · 2026-07-17 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{W7HZ6QTN2CIUKJ4Z6ZRKJNE6CW}

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.
Receipt and verification
First computed 2026-07-20T01:19:05.883710Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b7cf9f426dd091452799f662a4b49e158a05de19a75d0043f97a1b47393c56f5

Aliases

arxiv: 2607.15715 · arxiv_version: 2607.15715v1 · doi: 10.48550/arxiv.2607.15715 · pith_short_12: W7HZ6QTN2CIU · pith_short_16: W7HZ6QTN2CIUKJ4Z · pith_short_8: W7HZ6QTN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/W7HZ6QTN2CIUKJ4Z6ZRKJNE6CW \
  | 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: b7cf9f426dd091452799f662a4b49e158a05de19a75d0043f97a1b47393c56f5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5a07ed1c13c8a1c4f437648bcfc807db4b4d9f53b6ac728a2f45ac0dc0be931f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-17T07:51:09Z",
    "title_canon_sha256": "a3d8dbab3ebcc7da0991fec464054e88accfa11d69a80c5bda233dbcfd804f3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.15715",
    "kind": "arxiv",
    "version": 1
  }
}