Pith Number

pith:QM54WTMC

pith:2025:QM54WTMCHEM4GYUC6V7ZUK274V

not attested not anchored not stored refs pending

Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models

Chen Shen, Jieping Ye, Junjie Liu, Liang Xie, Shaotian Yan, Wenxiao Wang

arxiv:2503.11154 v1 · 2025-03-14 · cs.CL · cs.AI

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

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\usepackage{pith}
\pithnumber{QM54WTMCHEM4GYUC6V7ZUK274V}

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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

1 paper in Pith

Scaling Reasoning Hop Exposes Weaknesses: Demystifying and Improving Hop Generalization in Large Language Models

Receipt and verification

First computed	2026-07-05T10:31:13.077694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

833bcb4d823919c36282f57f9a2b5fe556f36e185ed70542f1910f0da74c368a

Aliases

arxiv: 2503.11154 · arxiv_version: 2503.11154v1 · doi: 10.48550/arxiv.2503.11154 · pith_short_12: QM54WTMCHEM4 · pith_short_16: QM54WTMCHEM4GYUC · pith_short_8: QM54WTMC

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/QM54WTMCHEM4GYUC6V7ZUK274V \
  | 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: 833bcb4d823919c36282f57f9a2b5fe556f36e185ed70542f1910f0da74c368a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cd149c2ad0973b85228591b5643c30adf9d0cba0ac96d639bc4b1b4c0893575",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-14T07:46:33Z",
    "title_canon_sha256": "8c43d24f5b9c9751723176fe8cf3ac2d0e5633c5e4e971aa81f4f53f3633e1e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11154",
    "kind": "arxiv",
    "version": 1
  }
}