Pith Number

pith:NMYYVRRQ

pith:2024:NMYYVRRQRMBNXT2MGI7T6LC2FP

not attested not anchored not stored refs pending

Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models

Armel Zebaze, Harm de Vries, Leandro Von Werra, Niklas Muennighoff, Nitchakarn Suppattarachai, Qian Liu, Terry Yue Zhuo

arxiv:2401.00788 v1 · 2024-01-01 · cs.CL · cs.AI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NMYYVRRQRMBNXT2MGI7T6LC2FP}

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

4 papers in Pith

Rethinking Code Performance Benchmarks for LLMs

LoRA vs. Full Fine-Tuning: A Theoretical Perspective

BoostAPR: Boosting Automated Program Repair via Execution-Grounded Reinforcement Learning with Dual Reward Models

Receipt and verification

First computed	2026-07-05T07:29:22.855812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b318ac6308b02dbcf4c323f3f2c5a2be1ef5f0ad9d59d0cb77eaeb17f3561ce

Aliases

arxiv: 2401.00788 · arxiv_version: 2401.00788v1 · doi: 10.48550/arxiv.2401.00788 · pith_short_12: NMYYVRRQRMBN · pith_short_16: NMYYVRRQRMBNXT2M · pith_short_8: NMYYVRRQ

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/NMYYVRRQRMBNXT2MGI7T6LC2FP \
  | 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: 6b318ac6308b02dbcf4c323f3f2c5a2be1ef5f0ad9d59d0cb77eaeb17f3561ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49ca2d1ec3e0406e6f971548bd2996fe57877bff688af63fc1939f8a1197d9fc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-01T15:30:19Z",
    "title_canon_sha256": "49c76e06784c83f7f8cff4ce7dd117b2ecf033548a2410008a9ba017e45542d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.00788",
    "kind": "arxiv",
    "version": 1
  }
}