Pith Number

pith:Q4W5BFER

pith:2023:Q4W5BFER2XN2PILTEZ3VFKZVDP

not attested not anchored not stored refs pending

Instruction Tuned Models are Quick Learners

Arindam Mitra, Chitta Baral, Himanshu Gupta, Mutsumi Nakamura, Santosh Mashetty, Saurabh Arjun Sawant, Swaroop Mishra

arxiv:2306.05539 v1 · 2023-05-17 · 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{Q4W5BFER2XN2PILTEZ3VFKZVDP}

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

Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective

A Comprehensive Overview of Large Language Models

Scaling Data-Constrained Language Models

Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective

Receipt and verification

First computed	2026-07-05T06:19:07.183266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

872dd09491d5dba7a173267752ab351bd5a19767be211ab922461b9f8485a65d

Aliases

arxiv: 2306.05539 · arxiv_version: 2306.05539v1 · doi: 10.48550/arxiv.2306.05539 · pith_short_12: Q4W5BFER2XN2 · pith_short_16: Q4W5BFER2XN2PILT · pith_short_8: Q4W5BFER

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/Q4W5BFER2XN2PILTEZ3VFKZVDP \
  | 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: 872dd09491d5dba7a173267752ab351bd5a19767be211ab922461b9f8485a65d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af73eab9c2c36582ea3b0b1116a557de56f7f0e71b5ebdacaed1e3f4599020f2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-17T22:30:01Z",
    "title_canon_sha256": "1c3d617bdc4dc1cb307d48d878b6e7181cb7d0b8df9cd022161802f807d01176"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05539",
    "kind": "arxiv",
    "version": 1
  }
}