Pith Number

pith:VJIBQPNW

pith:2025:VJIBQPNWAF4QR34T6QK4RUDCRK

not attested not anchored not stored refs pending

Product of Experts with LLMs: Boosting Performance on ARC Is a Matter of Perspective

Daniel Franzen, David Hartmann, Jan Disselhoff

arxiv:2505.07859 v2 · 2025-05-08 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VJIBQPNWAF4QR34T6QK4RUDCRK}

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

2 papers in Pith

Cost-Effective Agent Harnesses for Abstract Reasoning and Generalization on ARC-AGI-1

One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models

Receipt and verification

First computed	2026-07-05T11:19:52.604765Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa50183db6017908ef93f415c8d0628aa972677d06f74df98203127d4bed3d55

Aliases

arxiv: 2505.07859 · arxiv_version: 2505.07859v2 · doi: 10.48550/arxiv.2505.07859 · pith_short_12: VJIBQPNWAF4Q · pith_short_16: VJIBQPNWAF4QR34T · pith_short_8: VJIBQPNW

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/VJIBQPNWAF4QR34T6QK4RUDCRK \
  | 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: aa50183db6017908ef93f415c8d0628aa972677d06f74df98203127d4bed3d55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a60829258dae52e105396780b2ae4fab4aa76a192e4b569f19aee68194351d8b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-08T11:17:10Z",
    "title_canon_sha256": "37c33287736d5655c2e5a560714dd60daf22d00b854a62ca2c0250400bf47e2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07859",
    "kind": "arxiv",
    "version": 2
  }
}