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Pith Number

pith:FZ6GZLVQ

pith:2024:FZ6GZLVQVNFF3ICMOXM3XVPDTZ
not attested not anchored not stored refs pending

Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?

Ansong Ni, Caiming Xiong, Danyang Zhang, Fangyu Lei, Hanchong Zhang, Haoyuan Wu, Hongcheng Gao, Hongshen Xu, Jixuan Chen, Kai Yu, Lu Chen, Pengcheng Yin, Qian Liu, Ruisheng Cao, Ruoxi Sun, Sida Wang, Tao Yu, Tianbao Xie, Victor Zhong, Wenjing Hu, Xinzhuang Xiong, Yeqiao Fu, Yuchen Mao

arxiv:2407.10956 v1 · 2024-07-15 · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{FZ6GZLVQVNFF3ICMOXM3XVPDTZ}

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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

6 papers in Pith

ChainWorld: Composing Long-Horizon Desktop Workloads from Atomic OSWorld Tasks
Business Utility of Large Language Models as Exploratory Data Analysis Agents
Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction
Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning
Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs
Receipt and verification
First computed 2026-07-05T08:44:06.927915Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2e7c6caeb0ab4a5da04c75d9bbd5e39e5c2ac6719ca84c603e308e23dc738790

Aliases

arxiv: 2407.10956 · arxiv_version: 2407.10956v1 · doi: 10.48550/arxiv.2407.10956 · pith_short_12: FZ6GZLVQVNFF · pith_short_16: FZ6GZLVQVNFF3ICM · pith_short_8: FZ6GZLVQ
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/FZ6GZLVQVNFF3ICMOXM3XVPDTZ \
  | 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: 2e7c6caeb0ab4a5da04c75d9bbd5e39e5c2ac6719ca84c603e308e23dc738790
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "7420724f0af8cdc88b274e77b9620648dbeaa0e0cee5c13e8d934fdcb2ad5c58",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-15T17:54:37Z",
    "title_canon_sha256": "6cb43df52e695afa63f3158d93d0bf0d7a8404a55d93e4d268c00ec107b34760"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10956",
    "kind": "arxiv",
    "version": 1
  }
}