Pith Number

pith:5BJKD4TZ

pith:2023:5BJKD4TZSCSVXXIX2J2DVUISBM

not attested not anchored not stored refs pending

Iterative Forward Tuning Boosts In-Context Learning in Language Models

Bailin Wang, Binhua Li, Binyuan Hui, Bowen Li, Fei Huang, Jiaxi Yang, Min Yang, Yongbin Li

arxiv:2305.13016 v3 · 2023-05-22 · 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{5BJKD4TZSCSVXXIX2J2DVUISBM}

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.

Receipt and verification

First computed	2026-07-05T08:26:57.216565Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e852a1f27990a55bdd17d2743ad1120b28e8f0ab51396b68e419e520ae69f892

Aliases

arxiv: 2305.13016 · arxiv_version: 2305.13016v3 · doi: 10.48550/arxiv.2305.13016 · pith_short_12: 5BJKD4TZSCSV · pith_short_16: 5BJKD4TZSCSVXXIX · pith_short_8: 5BJKD4TZ

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/5BJKD4TZSCSVXXIX2J2DVUISBM \
  | 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: e852a1f27990a55bdd17d2743ad1120b28e8f0ab51396b68e419e520ae69f892

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ede58f51abb9dd1f82001b3dead9dc09bcf217cbff6ad30381621353cb04f989",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T13:18:17Z",
    "title_canon_sha256": "94561e7523eeb3b7b32102b206ab481348dc840e46718b7b5d458ae36ad3c6b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13016",
    "kind": "arxiv",
    "version": 3
  }
}