Pith Number

pith:UH6EVES4

pith:2024:UH6EVES4MKTFFGDLSCDLIXDRGV

not attested not anchored not stored refs pending

Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale

Fan Zhou, Junlong Li, Pengfei Liu, Qian Liu, Zengzhi Wang

arxiv:2409.17115 v2 · 2024-09-25 · 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{UH6EVES4MKTFFGDLSCDLIXDRGV}

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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.

Cited by

4 papers in Pith

What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code

Webscale-RL: Automated Data Pipeline for Scaling RL Data to Pretraining Levels

Path-Constrained Mixture-of-Experts

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Receipt and verification

First computed	2026-07-05T10:14:24.184760Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1fc4a925c62a652986b9086b45c71355fa05767d07ac0c970ce7e866c5328d8

Aliases

arxiv: 2409.17115 · arxiv_version: 2409.17115v2 · doi: 10.48550/arxiv.2409.17115 · pith_short_12: UH6EVES4MKTF · pith_short_16: UH6EVES4MKTFFGDL · pith_short_8: UH6EVES4

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/UH6EVES4MKTFFGDLSCDLIXDRGV \
  | 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: a1fc4a925c62a652986b9086b45c71355fa05767d07ac0c970ce7e866c5328d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97339413b55ec509ad90f6ff71cdb4902157f80210240287ef220e58a508195c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-25T17:28:13Z",
    "title_canon_sha256": "e304c90624d8fa5e2f939e79d343deb2fcaab825daecce8050765285acb64e5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17115",
    "kind": "arxiv",
    "version": 2
  }
}