Pith Number

pith:5AKL4ALW

pith:2024:5AKL4ALWDUCYZMJUMSXEVMQHM5

not attested not anchored not stored refs pending

Self-Refinement of Language Models from External Proxy Metrics Feedback

Asim Munawar, Keshav Ramji, Md Arafat Sultan, Radu Florian, Ram\'on Fernandez Astudillo, Salim Roukos, Tahira Naseem, Young-Suk Lee

arxiv:2403.00827 v1 · 2024-02-27 · 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{5AKL4ALWDUCYZMJUMSXEVMQHM5}

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	2026-07-05T07:51:12.315251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e814be01761d058cb13464ae4ab20767457463d44676d974175ba84cd4e2e0f8

Aliases

arxiv: 2403.00827 · arxiv_version: 2403.00827v1 · doi: 10.48550/arxiv.2403.00827 · pith_short_12: 5AKL4ALWDUCY · pith_short_16: 5AKL4ALWDUCYZMJU · pith_short_8: 5AKL4ALW

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/5AKL4ALWDUCYZMJUMSXEVMQHM5 \
  | 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: e814be01761d058cb13464ae4ab20767457463d44676d974175ba84cd4e2e0f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7eae2896a7faa5de211b4c8b320a6d2e4e9a4829780fa1cc08db8aa95a0fc7f4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-27T19:13:01Z",
    "title_canon_sha256": "d31b8e29509bb367186812dd3743c92ed707c8a0345d850af55057468d4522ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00827",
    "kind": "arxiv",
    "version": 1
  }
}