Pith Number

pith:JQX5JYAL

pith:2025:JQX5JYALO6BJRB6LLMSF7UQXKH

not attested not anchored not stored refs pending

SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Chunyan Miao, Xu Guo, Yige Xu, Zhiwei Zeng

arxiv:2502.12134 v2 · 2025-02-17 · 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{JQX5JYALO6BJRB6LLMSF7UQXKH}

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

14 papers in Pith

Geometric Latent Reasoning Induces Shorter Generations in LLMs

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs

PRISM: Recovering Instruction Sets from Language Model Activations

Dynamic Mixture of Latent Memories for Self-Evolving Agents

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression

Receipt and verification

First computed	2026-07-05T11:10:35.234748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c2fd4e00b77829887cb5b245fd21751d85163c18b6ae0ad711245800a6a03a6

Aliases

arxiv: 2502.12134 · arxiv_version: 2502.12134v2 · doi: 10.48550/arxiv.2502.12134 · pith_short_12: JQX5JYALO6BJ · pith_short_16: JQX5JYALO6BJRB6L · pith_short_8: JQX5JYAL

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/JQX5JYALO6BJRB6LLMSF7UQXKH \
  | 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: 4c2fd4e00b77829887cb5b245fd21751d85163c18b6ae0ad711245800a6a03a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3b6974b13fa0166f9dc44652ff8f8dcd55aa6c345a9d7079b2e88eb4fbda2b5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T18:52:29Z",
    "title_canon_sha256": "b4e82c728ce1d56b2acb2e3270121a0c39a81361517b73d89e059d04c1f1a427"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12134",
    "kind": "arxiv",
    "version": 2
  }
}