Pith Number

pith:FXVIQKQD

pith:2024:FXVIQKQDZUGKQS4DCBQKMM6LXS

not attested not anchored not stored refs pending

The Larger the Better? Improved LLM Code-Generation via Budget Reallocation

Jonas Gehring, Michael Hassid, Roy Schwartz, Tal Remez, Yossi Adi

arxiv:2404.00725 v2 · 2024-03-31 · cs.SE · cs.AI · cs.CL · 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{FXVIQKQDZUGKQS4DCBQKMM6LXS}

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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

Acoda: Adversarial Code Obfuscation for Defending against LLM-based Analysis

Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Adaptive Test-Time Compute Allocation for Reasoning LLMs via Constrained Policy Optimization

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning

Receipt and verification

First computed	2026-07-05T08:48:13.341328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2dea882a03cd0ca84b831060a633cbbc93955e25e205f742c04a6fdede06d580

Aliases

arxiv: 2404.00725 · arxiv_version: 2404.00725v2 · doi: 10.48550/arxiv.2404.00725 · pith_short_12: FXVIQKQDZUGK · pith_short_16: FXVIQKQDZUGKQS4D · pith_short_8: FXVIQKQD

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/FXVIQKQDZUGKQS4DCBQKMM6LXS \
  | 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: 2dea882a03cd0ca84b831060a633cbbc93955e25e205f742c04a6fdede06d580

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c3f1dbad7048ab04a20d545a439ca6469a00cc156d97e2799d3419524e1eec5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-31T15:55:49Z",
    "title_canon_sha256": "755d64585390b318ebb550d36a808aeacadb4095792019ec091558435b13dcaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.00725",
    "kind": "arxiv",
    "version": 2
  }
}