Pith Number

pith:KPETSIRA

pith:2024:KPETSIRAXMZMTZJDCSQQOTIZFZ

not attested not anchored not stored refs pending

Impact of Preference Noise on the Alignment Performance of Generative Language Models

Dana Alon, Donald Metzler, Yang Gao

arxiv:2404.09824 v1 · 2024-04-15 · cs.CL

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\usepackage{pith}
\pithnumber{KPETSIRAXMZMTZJDCSQQOTIZFZ}

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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

Active-GRPO: Adaptive Imitation and Self-Improving Reasoning for Molecular Optimization

How Humans Help LLMs: Assessing and Incentivizing Human Preference Annotators

Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control

Difficulty-Based Preference Data Selection by DPO Implicit Reward Gap

Incentivizing High-Quality Human Annotations with Golden Questions

Receipt and verification

First computed	2026-07-05T08:08:12.221932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53c9392220bb32c9e52314a1074d192e5982f94f9f08f9ea8f2e31bafb37cc1a

Aliases

arxiv: 2404.09824 · arxiv_version: 2404.09824v1 · doi: 10.48550/arxiv.2404.09824 · pith_short_12: KPETSIRAXMZM · pith_short_16: KPETSIRAXMZMTZJD · pith_short_8: KPETSIRA

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/KPETSIRAXMZMTZJDCSQQOTIZFZ \
  | 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: 53c9392220bb32c9e52314a1074d192e5982f94f9f08f9ea8f2e31bafb37cc1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa13bf4a0b4f60b75a129f071954ae66dfd9734b0308213b641c2952ccbd9462",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-15T14:21:53Z",
    "title_canon_sha256": "b0471ea742761a6f4342277d73621871db37d90197a27f7a2ca355077f74f42e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.09824",
    "kind": "arxiv",
    "version": 1
  }
}