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Pith Number

pith:2WDIUUHC

pith:2023:2WDIUUHCJHGXWTOFI2EREOGLYN
not attested not anchored not stored refs pending

A Survey of Reasoning with Foundation Models

Chuanyang Zheng, Enze Xie, Hao Dong, Hongyang Li, Hui Xiong, Jianing Qiu, Jiankai Sun, Jiaqi Xu, Jie Fu, Jifeng Dai, Jingdong Wang, Ji-Rong Wen, Junsong Chen, Junxian He, Mengzhe Geng, Mingyu Ding, Ming Zhang, Pheng Ann Heng, Ping Luo, Qi Liu, Qun Liu, Ruihang Chu, Wenhai Wang, Wu Yuan, Xiaozhe Ren, Xihui Liu, Xipeng Qiu, Yike Guo, Yu Cheng, Yue Wu, Yu Li, Zhangyue Yin, Zhenguo Li, Zhengying Liu

arxiv:2312.11562 v5 · 2023-12-17 · cs.AI · cs.CL · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{2WDIUUHCJHGXWTOFI2EREOGLYN}

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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

4 papers in Pith

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning
The Shape of Reasoning: Topological Analysis of Reasoning Traces in Large Language Models
Understanding the planning of LLM agents: A survey
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Receipt and verification
First computed 2026-07-05T07:37:14.810405Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d5868a50e249cd7b4dc546891238cbc34503ad278221fb3e13ab953376f7c9dc

Aliases

arxiv: 2312.11562 · arxiv_version: 2312.11562v5 · doi: 10.48550/arxiv.2312.11562 · pith_short_12: 2WDIUUHCJHGX · pith_short_16: 2WDIUUHCJHGXWTOF · pith_short_8: 2WDIUUHC
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/2WDIUUHCJHGXWTOFI2EREOGLYN \
  | 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: d5868a50e249cd7b4dc546891238cbc34503ad278221fb3e13ab953376f7c9dc
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "211a0c3ad62ef060324fb44abb1f19dcd915cf5f6db141e30e67e9f745061dcc",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-17T15:16:13Z",
    "title_canon_sha256": "4ca7e9535271ec4cc5393cef8f7ab1f916a822f4315b64e0aada211501f3d05d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11562",
    "kind": "arxiv",
    "version": 5
  }
}