Pith Number

pith:GRDKFQOF

pith:2025:GRDKFQOFOLU7GCE3VBHQRGDGS2

not attested not anchored not stored refs pending

More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives

Ang Lv, Flood Sung, Jian Luan, Rui Yan, Shuo Shang, Wei Liu, Xiaoqing Zhang, Xiuying Chen, Yuhan Liu

arxiv:2501.04070 v3 · 2025-01-07 · cs.LG · cs.AI · 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{GRDKFQOFOLU7GCE3VBHQRGDGS2}

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

2 papers in Pith

A Survey of Scaling in Large Language Model Reasoning

Soft Head Selection for Injecting ICL-Derived Task Embeddings

Receipt and verification

First computed	2026-07-05T11:10:03.828827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3446a2c1c572e9f3089ba84f089866968af066b50d4bdad95d15e975fe331521

Aliases

arxiv: 2501.04070 · arxiv_version: 2501.04070v3 · doi: 10.48550/arxiv.2501.04070 · pith_short_12: GRDKFQOFOLU7 · pith_short_16: GRDKFQOFOLU7GCE3 · pith_short_8: GRDKFQOF

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/GRDKFQOFOLU7GCE3VBHQRGDGS2 \
  | 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: 3446a2c1c572e9f3089ba84f089866968af066b50d4bdad95d15e975fe331521

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1578b6ec7f5d9fc9abb23d6863854b20f130a83bfc7cddd823bf678f3ff5a1f6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-07T14:57:08Z",
    "title_canon_sha256": "49b8841bfe6b5045c69556f0db637f131865cc194acdf91a768d85164a73caa3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04070",
    "kind": "arxiv",
    "version": 3
  }
}