Pith. sign in
Pith Number

pith:SRAUV5DI

pith:2024:SRAUV5DIQZXN3Q3QBV2QSLWA3X
not attested not anchored not stored refs pending

Understanding Reasoning in Chain-of-Thought from the Hopfieldian View

Di Wang, Liang Liu, Lijie Hu, Mengdi Li, Muhammad Asif Ali, Shu Yang, Xin Chen, Zhen Tan

arxiv:2410.03595 v1 · 2024-10-04 · cs.AI · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{SRAUV5DIQZXN3Q3QBV2QSLWA3X}

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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

Receipt and verification
First computed 2026-07-05T09:16:03.432332Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

94414af468866eddc3700d75092ec0ddc3493d5dc79029566fb1e9968e7ecf51

Aliases

arxiv: 2410.03595 · arxiv_version: 2410.03595v1 · doi: 10.48550/arxiv.2410.03595 · pith_short_12: SRAUV5DIQZXN · pith_short_16: SRAUV5DIQZXN3Q3Q · pith_short_8: SRAUV5DI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SRAUV5DIQZXN3Q3QBV2QSLWA3X \
  | 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: 94414af468866eddc3700d75092ec0ddc3493d5dc79029566fb1e9968e7ecf51
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f8a93a749caa903effb87e1d09f5a015c4e87a6a31243e56fab2eafa435d1852",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-04T16:55:30Z",
    "title_canon_sha256": "2e327a72b5818abf4532a98eb207b0cf381eabba36e1c139650aaaf1f9922d53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03595",
    "kind": "arxiv",
    "version": 1
  }
}