Pith Number

pith:BIGRIRYT

pith:2025:BIGRIRYTURQNWR3X3SCVO52MCJ

not attested not anchored not stored refs pending

L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Pranjal Aggarwal, Sean Welleck

arxiv:2503.04697 v2 · 2025-03-06 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{BIGRIRYTURQNWR3X3SCVO52MCJ}

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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

25 papers in Pith

Reinforcement Learning from Human Feedback

Efficient Agentic Reasoning Through Self-Regulated Simulative Planning

CLORE: Content-Level Optimization for Reasoning Efficiency

Mem-$\pi$: Adaptive Memory through Learning When and What to Generate

Taming the Thinker: Conditional Entropy Shaping for Adaptive LLM Reasoning

Receipt and verification

First computed	2026-05-18T00:13:29.491093Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a0d144713a460db4777dc8557774c1260cdb8035fa20d393f5895cfa8b83415

Aliases

arxiv: 2503.04697 · arxiv_version: 2503.04697v2 · doi: 10.48550/arxiv.2503.04697 · pith_short_12: BIGRIRYTURQN · pith_short_16: BIGRIRYTURQNWR3X · pith_short_8: BIGRIRYT

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/BIGRIRYTURQNWR3X3SCVO52MCJ \
  | 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: 0a0d144713a460db4777dc8557774c1260cdb8035fa20d393f5895cfa8b83415

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd2f52aefc144d041b237101c846baebaa58a1db7f04a77659b8137b10179faf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-06T18:43:29Z",
    "title_canon_sha256": "6a2608bda5390a148c845d3ccc314878e6e45229cca6f039c066cdae4229a6b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04697",
    "kind": "arxiv",
    "version": 2
  }
}