Pith Number

pith:6H3H7CQA

pith:2025:6H3H7CQAUY6QFPKBVLFGOSYBDU

not attested not anchored not stored refs pending

Compositional Instruction Following with Language Models and Reinforcement Learning

Benjamin Rosman, Geraud Nangue Tasse, Matthew Gombolay, Nakul Gopalan, Ray Mooney, Steven James, Vanya Cohen

arxiv:2501.12539 v1 · 2025-01-21 · cs.LG · 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{6H3H7CQAUY6QFPKBVLFGOSYBDU}

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	2026-07-05T10:03:54.628347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1f67f8a00a63d02bd41aaca674b011d14a9ef1635122b4801ba81e7cb37c4db

Aliases

arxiv: 2501.12539 · arxiv_version: 2501.12539v1 · doi: 10.48550/arxiv.2501.12539 · pith_short_12: 6H3H7CQAUY6Q · pith_short_16: 6H3H7CQAUY6QFPKB · pith_short_8: 6H3H7CQA

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/6H3H7CQAUY6QFPKBVLFGOSYBDU \
  | 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: f1f67f8a00a63d02bd41aaca674b011d14a9ef1635122b4801ba81e7cb37c4db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b260001993c3d20e96fc819ac6190e00cacf37cba19e483c8f0eb9375491fbba",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-21T23:06:34Z",
    "title_canon_sha256": "42acb39379196816aeb8c08960f30fb99c342a583c3dc1cc26691c75ef1995b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12539",
    "kind": "arxiv",
    "version": 1
  }
}