Pith Number

pith:OQFWU423

pith:2025:OQFWU423F2F3WWLG6K2YE6HP3J

not attested not anchored not stored refs pending

Thinking Fast and Right: Balancing Accuracy and Reasoning Length with Adaptive Rewards

Claire Cardie, Jinyan Su

arxiv:2505.18298 v1 · 2025-05-23 · cs.CL

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\usepackage{pith}
\pithnumber{OQFWU423F2F3WWLG6K2YE6HP3J}

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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

5 papers in Pith

Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards

CARE: Competence-Aware Reward Shaping for Adaptive Reasoning Length in Video-MLLMs

CLORE: Content-Level Optimization for Reasoning Efficiency

GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Implicit Compression Regularization: Concise Reasoning via Internal Shorter Distributions in RL Post-Training

Receipt and verification

First computed	2026-07-05T11:08:44.353850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

740b6a735b2e8bbb5966f2b58278efda40cae8ba288c8f07c70f6855eec32a67

Aliases

arxiv: 2505.18298 · arxiv_version: 2505.18298v1 · doi: 10.48550/arxiv.2505.18298 · pith_short_12: OQFWU423F2F3 · pith_short_16: OQFWU423F2F3WWLG · pith_short_8: OQFWU423

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/OQFWU423F2F3WWLG6K2YE6HP3J \
  | 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: 740b6a735b2e8bbb5966f2b58278efda40cae8ba288c8f07c70f6855eec32a67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6991b292e0848e2fad1f74a3aef76d41df6ff51c2ea1f6907c86580bcc323ec6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T18:44:46Z",
    "title_canon_sha256": "4570f8c518a9df66e3391e080ffa90cf0557e6535cdc7d7184fc6d7ef843596c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18298",
    "kind": "arxiv",
    "version": 1
  }
}