Pith Number

pith:6P23HH4C

pith:2025:6P23HH4CUMFYNPIHS53UEMF6OF

not attested not anchored not stored refs pending

SuperRL: Reinforcement Learning with Supervision to Boost Language Model Reasoning

Dongmei Zhang, Haoyu Dong, Lang Cao, Mengyu Zhou, Shi Han, Shuocheng Li, Xiaojun Ma, Yihao Liu, Yuhang Xie

arxiv:2506.01096 v2 · 2025-06-01 · cs.AI

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\usepackage{pith}
\pithnumber{6P23HH4CUMFYNPIHS53UEMF6OF}

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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

6 papers in Pith

AIR: Adaptive Interleaved Reasoning with Code in MLLMs

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

When RL Fails after SFT: Rejuvenating Model Plasticity for Robust SFT-to-RL Handoff

RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization

Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance

Receipt and verification

First computed	2026-07-05T11:50:37.357525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3f5b39f82a30b86bd0797774230be7145ae7b43d42affc5930cb36852e23079

Aliases

arxiv: 2506.01096 · arxiv_version: 2506.01096v2 · doi: 10.48550/arxiv.2506.01096 · pith_short_12: 6P23HH4CUMFY · pith_short_16: 6P23HH4CUMFYNPIH · pith_short_8: 6P23HH4C

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/6P23HH4CUMFYNPIHS53UEMF6OF \
  | 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: f3f5b39f82a30b86bd0797774230be7145ae7b43d42affc5930cb36852e23079

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c4925f65062c9ebf7642b1ddd6a9dd7f33586f2105c708287bb7dd5b33910cf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-01T17:43:54Z",
    "title_canon_sha256": "3fdaf1e9001d2294bbe58f60a4318093e4e8696f819825dacc3f5184ed1134fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01096",
    "kind": "arxiv",
    "version": 2
  }
}