Pith Number

pith:4KD6IGSS

pith:2024:4KD6IGSSQSCY4PUFTQZDWGB3QN

not attested not anchored not stored refs pending

Efficient Alignment of Large Language Models via Data Sampling

Amrit Khera, Debojyoti Dutta, Rajat Ghosh

arxiv:2411.10545 v2 · 2024-11-15 · 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{4KD6IGSSQSCY4PUFTQZDWGB3QN}

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	2026-07-05T10:15:47.256894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e287e41a5284858e3e859c323b183b834c6c7be0224c396e906a54b5b84fc87d

Aliases

arxiv: 2411.10545 · arxiv_version: 2411.10545v2 · doi: 10.48550/arxiv.2411.10545 · pith_short_12: 4KD6IGSSQSCY · pith_short_16: 4KD6IGSSQSCY4PUF · pith_short_8: 4KD6IGSS

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/4KD6IGSSQSCY4PUFTQZDWGB3QN \
  | 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: e287e41a5284858e3e859c323b183b834c6c7be0224c396e906a54b5b84fc87d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ea82a6035ae2b2920f32b45ad0a28a1d8cf647a8534b16b168a593ae998a98e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-15T19:36:15Z",
    "title_canon_sha256": "555a7b5813627212e196a82a4e3d4c8b6f3a040f3678474de0508af99b79d993"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10545",
    "kind": "arxiv",
    "version": 2
  }
}