Pith Number

pith:DC67C3DA

pith:2026:DC67C3DAVLQJWMVAH52PVRY4ME

not attested not anchored not stored refs pending

Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation

Aniketh Garikaparthi, Manasi Patwardhan, Srujan P Mule

arxiv:2605.21491 v1 · 2026-04-06 · cs.LG · 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{DC67C3DAVLQJWMVAH52PVRY4ME}

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	2026-05-22T00:02:26.809910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18bdf16c60aae09b32a03f74fac71c6138c49eb7866e695233a1e2cac8a2ed5e

Aliases

arxiv: 2605.21491 · arxiv_version: 2605.21491v1 · doi: 10.48550/arxiv.2605.21491 · pith_short_12: DC67C3DAVLQJ · pith_short_16: DC67C3DAVLQJWMVA · pith_short_8: DC67C3DA

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/DC67C3DAVLQJWMVAH52PVRY4ME \
  | 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: 18bdf16c60aae09b32a03f74fac71c6138c49eb7866e695233a1e2cac8a2ed5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ad59a862370439fc1815e40c1f0a0a50840974390019b42a8bf0c502b888c82",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-04-06T19:03:11Z",
    "title_canon_sha256": "d357eb3e9168b3e6251cc583e24cceb3691310b6d545d79ab719e2ca5280e400"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21491",
    "kind": "arxiv",
    "version": 1
  }
}