Pith Number

pith:R2JXVGNP

pith:2025:R2JXVGNPMYWB5ES36KXD5NVZA5

not attested not anchored not stored refs pending

Learning-to-Context Slope: Evaluating In-Context Learning Effectiveness Beyond Performance Illusions

Dingzriui Wang, Keyan Xu, Qingfu Zhu, Wanxiang Che, Xuanliang Zhang, Yang Deng

arxiv:2506.23146 v3 · 2025-06-29 · 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{R2JXVGNPMYWB5ES36KXD5NVZA5}

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	2026-07-05T11:36:33.869634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e937a99af662c1e925bf2ae3eb6b907434288eb45667dafc1c48275cf410531

Aliases

arxiv: 2506.23146 · arxiv_version: 2506.23146v3 · doi: 10.48550/arxiv.2506.23146 · pith_short_12: R2JXVGNPMYWB · pith_short_16: R2JXVGNPMYWB5ES3 · pith_short_8: R2JXVGNP

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/R2JXVGNPMYWB5ES36KXD5NVZA5 \
  | 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: 8e937a99af662c1e925bf2ae3eb6b907434288eb45667dafc1c48275cf410531

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac82c4ac79ac41abf73764096e2c43996f37a6830a124797206773ed3d2cbb33",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-29T08:55:37Z",
    "title_canon_sha256": "38e61d48b3be293c9861941427756839c76cf2186e06805f2b18053fcf6c7d61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23146",
    "kind": "arxiv",
    "version": 3
  }
}