Pith Number

pith:WQHS7A5J

pith:2026:WQHS7A5JLH6NLPC44FXMTVF6LQ

not attested not anchored not stored refs pending

GIFT: Games as Informal Training for Generalizable LLMs

Bingbing Xu, Huawei Shen, Nuoyan Lyu, Tat-Seng Chua, Weihao Meng, Xueyun Tian, Yang Zhang, Yige Yuan, Zhiyong Huang

arxiv:2601.05633 v2 · 2026-01-09 · 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{WQHS7A5JLH6NLPC44FXMTVF6LQ}

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	2026-06-04T01:08:39.506499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b40f2f83a959fcd5bc5ce16ec9d4be5c2988745db67343f9ad11f19ee69eb6c1

Aliases

arxiv: 2601.05633 · arxiv_version: 2601.05633v2 · doi: 10.48550/arxiv.2601.05633 · pith_short_12: WQHS7A5JLH6N · pith_short_16: WQHS7A5JLH6NLPC4 · pith_short_8: WQHS7A5J

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/WQHS7A5JLH6NLPC44FXMTVF6LQ \
  | 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: b40f2f83a959fcd5bc5ce16ec9d4be5c2988745db67343f9ad11f19ee69eb6c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dfee0bcb40579c17575feccde99ecf482aa2534ca3d62ef4c120106e93185eb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-01-09T08:42:44Z",
    "title_canon_sha256": "9e4538f68fb26a7b3119495f69c84e8acda1b7695e00838aa44991c7fe5552ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.05633",
    "kind": "arxiv",
    "version": 2
  }
}