Pith Number

pith:CT5N4BJ5

pith:2024:CT5N4BJ5VI2JHJMYNM245OFCES

not attested not anchored not stored refs pending

Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation

Alfonso Amayuelas, Kexun Zhang, Liangming Pan, Wenhu Chen, William Yang Wang, Xinyi Wang

arxiv:2402.03268 v3 · 2024-02-05 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{CT5N4BJ5VI2JHJMYNM245OFCES}

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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

3 papers in Pith

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

Emergent Slow Thinking in LLMs as Inverse Tree Freezing

Shortcut Solutions Learned by Transformers Impair Continual Compositional Reasoning

Receipt and verification

First computed	2026-07-05T08:34:59.786363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14fade053daa3493a5986b35ceb8a224aea7a38db1bab93d81a0dbe37a8adbce

Aliases

arxiv: 2402.03268 · arxiv_version: 2402.03268v3 · doi: 10.48550/arxiv.2402.03268 · pith_short_12: CT5N4BJ5VI2J · pith_short_16: CT5N4BJ5VI2JHJMY · pith_short_8: CT5N4BJ5

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/CT5N4BJ5VI2JHJMYNM245OFCES \
  | 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: 14fade053daa3493a5986b35ceb8a224aea7a38db1bab93d81a0dbe37a8adbce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ae887fe9b6d24cdcdc5ed0ab6d907b38bd29e3277af09ae647e8fec2de4aa9e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T18:25:51Z",
    "title_canon_sha256": "eeb83a55025be7d9fc967e671e2972f7901edde7ed94bf7929d6b1cade8ba4a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03268",
    "kind": "arxiv",
    "version": 3
  }
}