Pith Number

pith:23J24TAO

pith:2022:23J24TAOT5VNFLV5DBVY3QBCCJ

not attested not anchored not stored refs pending

Uncertainty Estimation for Language Reward Models

Adam Gleave, Geoffrey Irving

arxiv:2203.07472 v1 · 2022-03-14 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{23J24TAOT5VNFLV5DBVY3QBCCJ}

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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

4 papers in Pith

Benchmarking and Improving Monitors for Out-Of-Distribution Alignment Failure in LLMs

Scaling Laws for Reward Model Overoptimization

Uncertainty Estimation in Instance Segmentation of Affordances via Bayesian Visual Transformers

CoAct: Co-Active LLM Preference Learning with Human-AI Synergy

Receipt and verification

First computed	2026-07-05T04:05:18.840669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6d3ae4c0e9f6ad2aebd186b8dc0221279251d55586f874893ee0ee302c624e4

Aliases

arxiv: 2203.07472 · arxiv_version: 2203.07472v1 · doi: 10.48550/arxiv.2203.07472 · pith_short_12: 23J24TAOT5VN · pith_short_16: 23J24TAOT5VNFLV5 · pith_short_8: 23J24TAO

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/23J24TAOT5VNFLV5DBVY3QBCCJ \
  | 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: d6d3ae4c0e9f6ad2aebd186b8dc0221279251d55586f874893ee0ee302c624e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "445bb2579f19116d78b088a82beae5a14f08edf7223582690c1a647d1c710d8d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-14T20:13:21Z",
    "title_canon_sha256": "d016db4a7c1ad00ad106413a5f4e6159d3892d952343578c9c1cae1fd0332eb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.07472",
    "kind": "arxiv",
    "version": 1
  }
}