Pith Number

pith:M5E3VCFR

pith:2024:M5E3VCFRAT32SAOJI3ECX24V5P

not attested not anchored not stored refs pending

Exploring How Generative MLLMs Perceive More Than CLIP with the Same Vision Encoder

Pang Wei Koh, Simon Shaolei Du, Siting Li

arxiv:2411.05195 v3 · 2024-11-07 · cs.LG · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M5E3VCFRAT32SAOJI3ECX24V5P}

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

If Concept Bottlenecks are the Question, are Foundation Models the Answer?

Turning Generators into Retrievers: Unlocking MLLMs for Natural Language-Guided Geo-Localization

Receipt and verification

First computed	2026-07-05T11:40:50.533530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6749ba88b104f7a901c946c82beb95ebeb4ba114771eab17184b33a2cfd1aace

Aliases

arxiv: 2411.05195 · arxiv_version: 2411.05195v3 · doi: 10.48550/arxiv.2411.05195 · pith_short_12: M5E3VCFRAT32 · pith_short_16: M5E3VCFRAT32SAOJ · pith_short_8: M5E3VCFR

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/M5E3VCFRAT32SAOJI3ECX24V5P \
  | 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: 6749ba88b104f7a901c946c82beb95ebeb4ba114771eab17184b33a2cfd1aace

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "443c6ed965f4d429e3734ec96112b81af8bd666e1a8e6626cbb42c0cb4731ab2",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-07T21:39:51Z",
    "title_canon_sha256": "292c84b7905a85661011bbed64f4f8ae81fe5f456ff11c4e37954e143ee3cb24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05195",
    "kind": "arxiv",
    "version": 3
  }
}