Pith Number

pith:LXTEBVWO

pith:2024:LXTEBVWO5LVDHNGDJQDKOGVQD2

not attested not anchored not stored refs pending

MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training

Chengjin Xu, Jian Guo, Yiyan Qi, Zhanpeng Chen

arxiv:2407.21439 v2 · 2024-07-31 · 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{LXTEBVWO5LVDHNGDJQDKOGVQD2}

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

8 papers in Pith

ImageAuditor: Membership Inference Attack against Image-based Retrieval-Augmented Generation

Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering

MMSearch-R1: Incentivizing LMMs to Search

Utility-Oriented Visual Evidence Selection for Multimodal Retrieval-Augmented Generation

Very Efficient Listwise Multimodal Reranking for Long Documents

Receipt and verification

First computed	2026-07-05T09:11:28.296336Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5de640d6ceeaea33b4c34c06a71ab01ea3ad5cf0f001fc9d525cd09b935e3c9e

Aliases

arxiv: 2407.21439 · arxiv_version: 2407.21439v2 · doi: 10.48550/arxiv.2407.21439 · pith_short_12: LXTEBVWO5LVD · pith_short_16: LXTEBVWO5LVDHNGD · pith_short_8: LXTEBVWO

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/LXTEBVWO5LVDHNGDJQDKOGVQD2 \
  | 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: 5de640d6ceeaea33b4c34c06a71ab01ea3ad5cf0f001fc9d525cd09b935e3c9e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d55369702aefccce778dda7696adba5e2aed401a7bebb9948269349d64b32c9c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-31T08:43:17Z",
    "title_canon_sha256": "71a43d020a5c9fb43c26e288cc7ff4ed8048e720353b3d19ded086ec5e236e3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.21439",
    "kind": "arxiv",
    "version": 2
  }
}