Pith Number

pith:3GUEYWU2

pith:2023:3GUEYWU2IUY3H2BX6VMDHCJW6J

not attested not anchored not stored refs pending

Fine-tune Language Models to Approximate Unbiased In-context Learning

Chiwun Yang, Timothy Chu, Zhao Song

arxiv:2310.03331 v1 · 2023-10-05 · 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{3GUEYWU2IUY3H2BX6VMDHCJW6J}

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

1 paper in Pith

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models

Receipt and verification

First computed	2026-07-05T06:57:31.799754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9a84c5a9a4531b3e837f558338936f242e80a13b9a3870bb4770cd9da65b24d

Aliases

arxiv: 2310.03331 · arxiv_version: 2310.03331v1 · doi: 10.48550/arxiv.2310.03331 · pith_short_12: 3GUEYWU2IUY3 · pith_short_16: 3GUEYWU2IUY3H2BX · pith_short_8: 3GUEYWU2

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/3GUEYWU2IUY3H2BX6VMDHCJW6J \
  | 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: d9a84c5a9a4531b3e837f558338936f242e80a13b9a3870bb4770cd9da65b24d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7faa03fd3466c0d170e2572a06c10422647c74df747270f2ef128ad8b9a74de",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-05T06:16:01Z",
    "title_canon_sha256": "6925a0d08c2e17211a46132d89be672f95fea94920dfd51ae8788d8947788d9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03331",
    "kind": "arxiv",
    "version": 1
  }
}