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Pith Number

pith:L4ZLRM2T

pith:2025:L4ZLRM2TWCQTVBV7Z254OZWCBV
not attested not anchored not stored refs pending

Boosting MLLM Reasoning with Text-Debiased Hint-GRPO

Chang Yao, Hao Jiang, Jie Song, Jingyuan Chen, Jinlong Liu, Mingli Song, Qihan Huang, Wanggui He, Weilong Dai

arxiv:2503.23905 v2 · 2025-03-31 · 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{L4ZLRM2TWCQTVBV7Z254OZWCBV}

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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

5 papers in Pith

Switch-Reasoner: Learn When to Think in Multitask Mixtures via Reinforcement Learning
Max Out GRPO Signal: Adaptive Trace Prefix Control for Hard Reasoning Problems
No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning
MHPR: Multidimensional Human Perception and Reasoning Benchmark for Large Vision-Languate Models
DiagramNet: An End-to-End Recognition Framework and Dataset for Non-Standard System-Level Diagrams
Receipt and verification
First computed 2026-07-05T11:28:15.461486Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5f32b8b353b0a13a86bfcebbc766c20d6343e70a0d240f68b4737d898947b7a1

Aliases

arxiv: 2503.23905 · arxiv_version: 2503.23905v2 · doi: 10.48550/arxiv.2503.23905 · pith_short_12: L4ZLRM2TWCQT · pith_short_16: L4ZLRM2TWCQTVBV7 · pith_short_8: L4ZLRM2T
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/L4ZLRM2TWCQTVBV7Z254OZWCBV \
  | 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: 5f32b8b353b0a13a86bfcebbc766c20d6343e70a0d240f68b4737d898947b7a1
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "8cf2a92968c91ccd977aa5dbed1072fc4b9cecc94458cc9dcd27ccfd033f06b2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-31T09:54:55Z",
    "title_canon_sha256": "20359b3bc997bdcfa2f488c5f1e09dc4f9be28b0e21fb3fc29c672bce7aa434b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23905",
    "kind": "arxiv",
    "version": 2
  }
}