Pith Number

pith:7SEIB2QM

pith:2023:7SEIB2QM7WGEY7CVWCL6QDXFFH

not attested not anchored not stored refs pending

Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data

Bin Sun, Boyuan Pan, Heda Wang, Kan Li, Peiwen Yuan, Shaoxiong Feng, Xinglin Wang, Yiwei Li

arxiv:2312.12832 v1 · 2023-12-20 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7SEIB2QM7WGEY7CVWCL6QDXFFH}

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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 with Confidence: Calibrating Confidence of LLMs for Adaptive Test Time Scaling

Receipt and verification

First computed	2026-07-05T07:26:27.299199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc8880ea0cfd8c4c7c55b097e80ee529c47e176ff617591c62abc14b42985f7a

Aliases

arxiv: 2312.12832 · arxiv_version: 2312.12832v1 · doi: 10.48550/arxiv.2312.12832 · pith_short_12: 7SEIB2QM7WGE · pith_short_16: 7SEIB2QM7WGEY7CV · pith_short_8: 7SEIB2QM

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/7SEIB2QM7WGEY7CVWCL6QDXFFH \
  | 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: fc8880ea0cfd8c4c7c55b097e80ee529c47e176ff617591c62abc14b42985f7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a4cb7599654e83d8005f8652f41d13b30f2e8e9d5a841dae143088686b94a8b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-20T08:28:36Z",
    "title_canon_sha256": "954ed67e8274fe40485120a85ff2895bc43d85d3fe2e59636e4dfbc63394fe1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.12832",
    "kind": "arxiv",
    "version": 1
  }
}