Pith Number

pith:QXSZ2OGQ

pith:2022:QXSZ2OGQU5PA2IZNMKBXIZA4ME

not attested not anchored not stored refs pending

Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning

Ashwin Kalyan, Kai-Wei Chang, Liang Qiu, Pan Lu, Peter Clark, Song-Chun Zhu, Tanmay Rajpurohit, Ying Nian Wu

arxiv:2209.14610 v3 · 2022-09-29 · cs.LG · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QXSZ2OGQU5PA2IZNMKBXIZA4ME}

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

21 papers in Pith

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning

MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning

From Context-Aware to Conflict-Aware: Generalizing Contrastive Decoding for Knowledge Conflict in LLMs

Testing LLM Arithmetic Reasoning Generalization with Automatic Numeric-Remapping Attacks

Zamba2-VL Technical Report

Receipt and verification

First computed	2026-07-05T05:47:17.699787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85e59d38d0a75e0d232d628374641c610c7f6c16a7ad562c4fdced575e38a422

Aliases

arxiv: 2209.14610 · arxiv_version: 2209.14610v3 · doi: 10.48550/arxiv.2209.14610 · pith_short_12: QXSZ2OGQU5PA · pith_short_16: QXSZ2OGQU5PA2IZN · pith_short_8: QXSZ2OGQ

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/QXSZ2OGQU5PA2IZNMKBXIZA4ME \
  | 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: 85e59d38d0a75e0d232d628374641c610c7f6c16a7ad562c4fdced575e38a422

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b685c5f8f23bd41a4c9252e1783ff6bb18ae44223fd61114f4a0ee3771e5667",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-29T08:01:04Z",
    "title_canon_sha256": "c2cbafd31e1ed0527fe8971b3cc167c93b63aa1eb9155c90981e0e31db48cdf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.14610",
    "kind": "arxiv",
    "version": 3
  }
}