Pith Number

pith:OFJJWXGA

pith:2024:OFJJWXGAYMEPPTTBBMPCCE3WXX

not attested not anchored not stored refs pending

Deeper Insights Without Updates: The Power of In-Context Learning Over Fine-Tuning

Chak Tou Leong, Fan Wang, Luoao Deng, Qiang Zhang, Qingyu Yin, Xiaoyu Shen, Xuzheng He, Yanzhao Yan

arxiv:2410.04691 v1 · 2024-10-07 · cs.LG · 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{OFJJWXGAYMEPPTTBBMPCCE3WXX}

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

LILO: Bayesian Optimization with Natural Language Feedback

Receipt and verification

First computed	2026-07-05T09:16:54.581294Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71529b5cc0c308f7ce610b1e211376bde7e67bcd76ca5d4c1684b333f02ebba3

Aliases

arxiv: 2410.04691 · arxiv_version: 2410.04691v1 · doi: 10.48550/arxiv.2410.04691 · pith_short_12: OFJJWXGAYMEP · pith_short_16: OFJJWXGAYMEPPTTB · pith_short_8: OFJJWXGA

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/OFJJWXGAYMEPPTTBBMPCCE3WXX \
  | 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: 71529b5cc0c308f7ce610b1e211376bde7e67bcd76ca5d4c1684b333f02ebba3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5670896ff19f4dc186b106a1b2e7c7fbc3a328bab956aa8208ff941a10e3b178",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T02:12:22Z",
    "title_canon_sha256": "67e57bdd02bf62e64e1f95e3e30b34035b3dc84a2ba768996c686eba3ae0715f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04691",
    "kind": "arxiv",
    "version": 1
  }
}