Pith Number

pith:B2LHYFXE

pith:2023:B2LHYFXEKVRIPCJDP2O6GD7TXC

not attested not anchored not stored refs pending

How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources

David Wadden, Hamish Ivison, Hannaneh Hajishirzi, Iz Beltagy, Jack Hessel, Kelsey MacMillan, Khyathi Raghavi Chandu, Noah A. Smith, Pradeep Dasigi, Tushar Khot, Yizhong Wang

arxiv:2306.04751 v2 · 2023-06-07 · 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{B2LHYFXEKVRIPCJDP2O6GD7TXC}

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

12 papers in Pith

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Scaling Data-Constrained Language Models

MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

Large Language Models are not Fair Evaluators

PEFT-Factory: Unified Parameter-Efficient Fine-Tuning of Autoregressive Large Language Models

Receipt and verification

First computed	2026-07-05T07:07:11.740381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e967c16e455628789237e9de30ff3b88cf1c311c81cb284a20ea5d79b6e8a91

Aliases

arxiv: 2306.04751 · arxiv_version: 2306.04751v2 · doi: 10.48550/arxiv.2306.04751 · pith_short_12: B2LHYFXEKVRI · pith_short_16: B2LHYFXEKVRIPCJD · pith_short_8: B2LHYFXE

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/B2LHYFXEKVRIPCJDP2O6GD7TXC \
  | 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: 0e967c16e455628789237e9de30ff3b88cf1c311c81cb284a20ea5d79b6e8a91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ea901f0278fb4b70802a4b3e14ad9f7fec498bbf4124be255b95611eb3fb324",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-07T19:59:23Z",
    "title_canon_sha256": "9b7a85d5d4311550f713e385cee6a7195753f691800086f850de44d2f745b722"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04751",
    "kind": "arxiv",
    "version": 2
  }
}