Pith Number

pith:JC2QLGF7

pith:2024:JC2QLGF74CMNKQ4C5O2XOEFASM

not attested not anchored not stored refs pending

From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning

Fei Wang, Hoifung Poon, Muhao Chen, Nan Xu, Sheng Zhang

arxiv:2407.00902 v3 · 2024-07-01 · cs.CV · cs.AI · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JC2QLGF74CMNKQ4C5O2XOEFASM}

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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

Why Multimodal In-Context Learning Lags Behind? Unveiling the Inner Mechanisms and Bottlenecks

Receipt and verification

First computed	2026-07-05T10:10:41.568523Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48b50598bfe098d54382ebb57710a0931b41f41bd7d7c9dfb5085b5a12c5832f

Aliases

arxiv: 2407.00902 · arxiv_version: 2407.00902v3 · doi: 10.48550/arxiv.2407.00902 · pith_short_12: JC2QLGF74CMN · pith_short_16: JC2QLGF74CMNKQ4C · pith_short_8: JC2QLGF7

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/JC2QLGF74CMNKQ4C5O2XOEFASM \
  | 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: 48b50598bfe098d54382ebb57710a0931b41f41bd7d7c9dfb5085b5a12c5832f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a851d8f713cd53fb9b3baa6eab14e7c8c831f282d29a06f751a45a56e3e611d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-01T01:57:21Z",
    "title_canon_sha256": "047bec66dc13c9eafa30dbabfb9f59ce6578bf6fee8fec03ddd2d74c1029ecc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00902",
    "kind": "arxiv",
    "version": 3
  }
}