Pith Number

pith:BELDARGX

pith:2022:BELDARGXSCL3HVDUN3N6K2Z4ST

not attested not anchored not stored refs pending

Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models

David Demeter, Doug Downey, Larry Birnbaum, Victor S. Bursztyn

arxiv:2210.12607 v1 · 2022-10-23 · 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{BELDARGXSCL3HVDUN3N6K2Z4ST}

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	2026-07-05T05:09:30.458240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09163044d79097b3d4746edbe56b3c94c4f80b5f9edeaf14f8258936a86d6094

Aliases

arxiv: 2210.12607 · arxiv_version: 2210.12607v1 · doi: 10.48550/arxiv.2210.12607 · pith_short_12: BELDARGXSCL3 · pith_short_16: BELDARGXSCL3HVDU · pith_short_8: BELDARGX

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/BELDARGXSCL3HVDUN3N6K2Z4ST \
  | 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: 09163044d79097b3d4746edbe56b3c94c4f80b5f9edeaf14f8258936a86d6094

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12beaaa0b30f901500251dc1b50780bc7265b0670d95694a9fe922a1412e09bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-23T03:22:34Z",
    "title_canon_sha256": "c95c1084d5eb6c568276c632e7f63227909934c39f8fbec05c7d2fddb223c42d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12607",
    "kind": "arxiv",
    "version": 1
  }
}