Pith Number

pith:WS7DCTGE

pith:2025:WS7DCTGE632OGDJXP5SAA3OUVC

not attested not anchored not stored refs pending

Instruction Agent: Enhancing Agent with Expert Demonstration

Hailey Hultquist, Justin Wagle, Kazuhito Koishida, Yinheng Li

arxiv:2509.07098 v1 · 2025-09-08 · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WS7DCTGE632OGDJXP5SAA3OUVC}

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	2026-07-05T12:07:15.542575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4be314cc4f6f4e30d377f64006dd4a8bbbd960163ff6a421325acc364fc1cf5

Aliases

arxiv: 2509.07098 · arxiv_version: 2509.07098v1 · doi: 10.48550/arxiv.2509.07098 · pith_short_12: WS7DCTGE632O · pith_short_16: WS7DCTGE632OGDJX · pith_short_8: WS7DCTGE

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/WS7DCTGE632OGDJXP5SAA3OUVC \
  | 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: b4be314cc4f6f4e30d377f64006dd4a8bbbd960163ff6a421325acc364fc1cf5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1dd38eeb69476adeb102f9f33cff30953e26822eee158789a13fe2c0691958ca",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-08T18:00:12Z",
    "title_canon_sha256": "0eb9de417907107ed8aa9491cb14a1178ff5cfa0395ebfaa4f752693cdc6e9e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.07098",
    "kind": "arxiv",
    "version": 1
  }
}