Pith Number

pith:5RFNVCME

pith:2026:5RFNVCMEQFLH4FFSJVUHGGF7CB

not attested not anchored not stored refs pending

ConSteer-RL: Steering Reasoning Capabilities in Large Language Models via Confidence-Aware Reinforcement Learning

Badong Chen, Chenxi Liu, Jing Yang, Qing Miao, Shaoyi Du, Yiming Zhao, Yuehai Chen, Yuewen Liu

arxiv:2606.08088 v1 · 2026-06-06 · cs.LG · 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{5RFNVCMEQFLH4FFSJVUHGGF7CB}

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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.

Receipt and verification

First computed	2026-06-09T01:05:25.928074Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec4ada898481567e14b24d687318bf106dfe942e2baa5c2029ff1418e71204ad

Aliases

arxiv: 2606.08088 · arxiv_version: 2606.08088v1 · doi: 10.48550/arxiv.2606.08088 · pith_short_12: 5RFNVCMEQFLH · pith_short_16: 5RFNVCMEQFLH4FFS · pith_short_8: 5RFNVCME

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/5RFNVCMEQFLH4FFSJVUHGGF7CB \
  | 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: ec4ada898481567e14b24d687318bf106dfe942e2baa5c2029ff1418e71204ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2aad8c27a3f0365f3dc502300f031fbc38758dcc37081fa18c300d1e85824e3e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-06T10:23:24Z",
    "title_canon_sha256": "2b4e74f76157aed683e49749cada258f35f00a6f8b4c81c2228bee69710d5e44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08088",
    "kind": "arxiv",
    "version": 1
  }
}