Pith Number

pith:YYZDSVTL

pith:2022:YYZDSVTLHRFFDPBDLOWEVOOIGQ

not attested not anchored not stored refs pending

Language Models Can Teach Themselves to Program Better

Adam Tauman Kalai, Matthew Bowers, Patrick Haluptzok

arxiv:2207.14502 v4 · 2022-07-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YYZDSVTLHRFFDPBDLOWEVOOIGQ}

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.

Cited by

7 papers in Pith

DecompRL: Solving Harder Problems by Learning Modular Code Generation

LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers

PseudoBridge: Pseudo Code as the Bridge for Better Semantic and Logic Alignment in Code Retrieval

Toward Training Superintelligent Software Agents through Self-Play SWE-RL

FELA: A Multi-Agent Evolutionary System for Feature Engineering of Industrial Event Log Data

Receipt and verification

First computed	2026-07-05T06:00:12.579399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c63239566b3c4a51bc235bac4ab9c834293c1b0f6ae3b964a8ccaf66cc688c12

Aliases

arxiv: 2207.14502 · arxiv_version: 2207.14502v4 · doi: 10.48550/arxiv.2207.14502 · pith_short_12: YYZDSVTLHRFF · pith_short_16: YYZDSVTLHRFFDPBD · pith_short_8: YYZDSVTL

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/YYZDSVTLHRFFDPBDLOWEVOOIGQ \
  | 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: c63239566b3c4a51bc235bac4ab9c834293c1b0f6ae3b964a8ccaf66cc688c12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c1ac5ba45d82f775d44e010eebc0edb77d929695ae6c8fd9ab94e098ec85974",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-29T06:43:28Z",
    "title_canon_sha256": "512204258a8855d0a36d8136b6e40316e26dff54acc00474f95f62c52b5f2b12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.14502",
    "kind": "arxiv",
    "version": 4
  }
}