Pith. sign in
Pith Number

pith:35I7VK5I

pith:2025:35I7VK5IST37BB7GKB5PRXHP5X
not attested not anchored not stored refs pending

A Study on Leveraging Search and Self-Feedback for Agent Reasoning

Anurag Pratik, Daniele Bonadiman, Elman Mansimov, Karthikeyan K, Katerina Margatina, Michelle Yuan, Monica Sunkara, Yassine Benajiba, Yi Zhang

arxiv:2502.12094 v1 · 2025-02-17 · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{35I7VK5IST37BB7GKB5PRXHP5X}

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 2026-07-05T10:15:38.848957Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

df51faaba894f7f087e6507af8dcefedd7f780d0511b43a1bd2f1cd929a38bbb

Aliases

arxiv: 2502.12094 · arxiv_version: 2502.12094v1 · doi: 10.48550/arxiv.2502.12094 · pith_short_12: 35I7VK5IST37 · pith_short_16: 35I7VK5IST37BB7G · pith_short_8: 35I7VK5I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/35I7VK5IST37BB7GKB5PRXHP5X \
  | 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: df51faaba894f7f087e6507af8dcefedd7f780d0511b43a1bd2f1cd929a38bbb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "983eb14dfbddf4e2c72ecd38beaba0a2ce89a193b9183214f70811a868f5f174",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-17T18:12:36Z",
    "title_canon_sha256": "e32e906a2f1838683dcd16839ac128f5b1d82d17e2c613abb1fc4bcf578534c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12094",
    "kind": "arxiv",
    "version": 1
  }
}