Pith Number

pith:BOC52NC6

pith:2022:BOC52NC6GR7EQNWOLTBNDETT2P

not attested not anchored not stored refs pending

TEMPERA: Test-Time Prompting via Reinforcement Learning

Dale Schuurmans, Denny Zhou, Joseph E. Gonzalez, Tianjun Zhang, Xuezhi Wang

arxiv:2211.11890 v1 · 2022-11-21 · 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{BOC52NC6GR7EQNWOLTBNDETT2P}

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

5 papers in Pith

CRAFT: Cost-aware Refinement And Front-aware Tuning of Prompts

Adapting Generalist Robot Policies with Semantic Reinforcement Learning

Why Prompt Optimization Works, and Why It Sometimes Doesn't: A Causal-Inspired Edit-Level Analysis

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

PEEM: Prompt Engineering Evaluation Metrics for Interpretable Joint Evaluation of Prompts and Responses

Receipt and verification

First computed	2026-07-05T05:18:10.577475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b85dd345e347e4836ce5cc2d19273d3e88dea3af53cf20b77f3c5e898826e90

Aliases

arxiv: 2211.11890 · arxiv_version: 2211.11890v1 · doi: 10.48550/arxiv.2211.11890 · pith_short_12: BOC52NC6GR7E · pith_short_16: BOC52NC6GR7EQNWO · pith_short_8: BOC52NC6

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/BOC52NC6GR7EQNWOLTBNDETT2P \
  | 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: 0b85dd345e347e4836ce5cc2d19273d3e88dea3af53cf20b77f3c5e898826e90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2da465c8e9b7c7cc05544a7c731ac03da5fea6ff8d9f7f3c96be37ab48e091e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-21T22:38:20Z",
    "title_canon_sha256": "8b01c6c9d447e2edd488bfbf46766fcce1416752721a20a7b5fa8b23f0b5cbf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11890",
    "kind": "arxiv",
    "version": 1
  }
}