Pith Number

pith:RZQ36VSC

pith:2024:RZQ36VSC34G52VNLTYNJLNG32I

not attested not anchored not stored refs pending

Teaching Large Language Models to Reason with Reinforcement Learning

Alex Havrilla, Christoforos Nalmpantis, Eric Hambro, Jane Dwivedi-Yu, Maksym Zhuravinskyi, Roberta Raileanu, Sainbayar Sukhbaatar, Sharath Chandra Raparthy, Yuqing Du

arxiv:2403.04642 v1 · 2024-03-07 · cs.LG

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\usepackage{pith}
\pithnumber{RZQ36VSC34G52VNLTYNJLNG32I}

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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

17 papers in Pith

Learning to Reason at the Frontier of Learnability

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generations

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

Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling

Receipt and verification

First computed	2026-07-05T07:53:26.493434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e61bf5642df0ddd55ab9e1a95b4dbd22415f4f4489e7fc7e9d2174778176abe

Aliases

arxiv: 2403.04642 · arxiv_version: 2403.04642v1 · doi: 10.48550/arxiv.2403.04642 · pith_short_12: RZQ36VSC34G5 · pith_short_16: RZQ36VSC34G52VNL · pith_short_8: RZQ36VSC

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/RZQ36VSC34G52VNLTYNJLNG32I \
  | 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: 8e61bf5642df0ddd55ab9e1a95b4dbd22415f4f4489e7fc7e9d2174778176abe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "771da548d567f011e47faff57b551718b8ee3e6a14de9cbb11056c48601aa8de",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-07T16:36:29Z",
    "title_canon_sha256": "73c4c5cfcd5c54623f45f15b76b8fb3a370c2b34f1bbe79dce4c9d0f497ce09b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04642",
    "kind": "arxiv",
    "version": 1
  }
}