Pith. sign in
Pith Number

pith:XN7DDASU

pith:2025:XN7DDASU3QTZFGQHNMPKTPXZPU
not attested not anchored not stored refs pending

Rethinking Reflection in Pre-Training

Adarsh Chaluvaraju, Andrew Hojel, Andrew Ma, Anil Thomas, Anthony Polloreno, Ashish Tanwer, Ashish Vaswani, Burhan Drak Sibai, Divya Shivaprasad, Divya S Mansingka, Essential AI: Darsh J Shah, Ishaan Shah, Karl Stratos, Khoi Nguyen, Kurt Smith, Michael Callahan, Michael Pust, Mohit Parmar, Mrinal Iyer, Peter Rushton, Philip Monk, Platon Mazarakis, Ritvik Kapila, Saurabh Srivastava, Somanshu Singla, Tim Romanski, Yash Vanjani

arxiv:2504.04022 v1 · 2025-04-05 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{XN7DDASU3QTZFGQHNMPKTPXZPU}

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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

How Much Thinking is Enough? Quantifying and Understanding Redundancy in LLM Reasoning
OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation
On Advantage Estimates for Max@K Policy Gradients
Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration
Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards
Receipt and verification
First computed 2026-07-05T10:44:53.034367Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bb7e318254dc27929a076b1ea9bef97d3f60bc607ff2cb9498c1944432032c59

Aliases

arxiv: 2504.04022 · arxiv_version: 2504.04022v1 · doi: 10.48550/arxiv.2504.04022 · pith_short_12: XN7DDASU3QTZ · pith_short_16: XN7DDASU3QTZFGQH · pith_short_8: XN7DDASU
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/XN7DDASU3QTZFGQHNMPKTPXZPU \
  | 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: bb7e318254dc27929a076b1ea9bef97d3f60bc607ff2cb9498c1944432032c59
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "890c7d4ec309404ab8912052524de2042b5cafc664dcff92282dd57d352f1d97",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-05T02:24:07Z",
    "title_canon_sha256": "ffa874d91bdb73c25b04b6e0cd70cdbc96d13f9b1d6e6cb2fd6930890349b3e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.04022",
    "kind": "arxiv",
    "version": 1
  }
}