Pith Number

pith:NFG7CKDS

pith:2024:NFG7CKDSIAVJ3ROYCE74JB5V23

not attested not anchored not stored refs pending

MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation

Chia-Yuan Chang, Chin-Chia Michael Yeh, Guanchu Wang, Mahashweta Das, Menghai Pan, Mingzhi Hu, Na Zou, Vineeth Rakesh, Yan Zheng, Zhichao Xu, Zhimeng Jiang

arxiv:2501.00332 v1 · 2024-12-31 · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NFG7CKDSIAVJ3ROYCE74JB5V23}

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

5 papers in Pith

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

XNote: Benchmarking Automated Community Notes Generation for Image-based Contextual Deception

MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

Receipt and verification

First computed	2026-07-05T09:55:43.103900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

694df12872402a9dc5d8113fc487b5d6e455ab4bd4906c59c25f21c93c124413

Aliases

arxiv: 2501.00332 · arxiv_version: 2501.00332v1 · doi: 10.48550/arxiv.2501.00332 · pith_short_12: NFG7CKDSIAVJ · pith_short_16: NFG7CKDSIAVJ3ROY · pith_short_8: NFG7CKDS

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/NFG7CKDSIAVJ3ROYCE74JB5V23 \
  | 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: 694df12872402a9dc5d8113fc487b5d6e455ab4bd4906c59c25f21c93c124413

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07ad129eabdb6fc6d17345e3f0c5df3ebf9dae2b6094cb4fde4e2211abc0472c",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-31T08:07:26Z",
    "title_canon_sha256": "16d3196b74e42c06b28d8e862763841878d43959a4bdf7dd405356a75606551a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00332",
    "kind": "arxiv",
    "version": 1
  }
}