Pith Number

pith:IHVWNFHO

pith:2025:IHVWNFHOIXTTKNZTEJPQ2GRYVJ

not attested not anchored not stored refs pending

TinyV: Reducing False Negatives in Verification Improves RL for LLM Reasoning

Bhaskar Ramasubramanian, Bill Yuchen Lin, Fengqing Jiang, Luyao Niu, Radha Poovendran, Yuetai Li, Zhangchen Xu

arxiv:2505.14625 v2 · 2025-05-20 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IHVWNFHOIXTTKNZTEJPQ2GRYVJ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Trading Human Curation for Synthetic Augmentation in RLVR

Trust Region On-Policy Distillation

High-Dimensional Statistics: Reflections on Progress and Open Problems

Reinforcement Learning with Verifiable yet Noisy Rewards under Imperfect Verifiers

High-Dimensional Statistics: Reflections on Progress and Open Problems

Receipt and verification

First computed	2026-07-05T11:07:25.347156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41eb6694ee45e7353733225f0d1a38aa69af8de19f2ec3bb63176eaa646badc4

Aliases

arxiv: 2505.14625 · arxiv_version: 2505.14625v2 · doi: 10.48550/arxiv.2505.14625 · pith_short_12: IHVWNFHOIXTT · pith_short_16: IHVWNFHOIXTTKNZT · pith_short_8: IHVWNFHO

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/IHVWNFHOIXTTKNZTEJPQ2GRYVJ \
  | 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: 41eb6694ee45e7353733225f0d1a38aa69af8de19f2ec3bb63176eaa646badc4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b47c55c1039f39ad3f6b35eea5baabbec760ff153e73cc7ecbe99eacb6bef1e9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T17:16:44Z",
    "title_canon_sha256": "cc3de93324b2cd6e74f2a7b63959799556d6cc4c6ee485f2c332b43b8404de9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14625",
    "kind": "arxiv",
    "version": 2
  }
}