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Pith Number

pith:4PJHHX5J

pith:2024:4PJHHX5JZAJDWUAKV6XVVTCAHF
not attested not anchored not stored refs pending

RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs

Ameet Deshpande, Ashwin Kalyan, Bruno Castro da Silva, Karthik Narasimhan, Pranjal Aggarwal, Shreyas Chaudhari, Tanmay Rajpurohit, Vishvak Murahari

arxiv:2404.08555 v2 · 2024-04-12 · 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{4PJHHX5JZAJDWUAKV6XVVTCAHF}

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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

5 papers in Pith

BV-Blend: Uncertainty-Weighted Historical Baselines for Stable Critic-Free RL with Verifiable Rewards
Design Topological Materials by Reinforcement Fine-Tuned Generative Model
Ethics Testing: Proactive Identification of Generative AI System Harms
Wasserstein Distributionally Robust Regret Optimization for Reinforcement Learning from Human Feedback
Understanding the Mechanism of Altruism in Large Language Models
Receipt and verification
First computed 2026-07-05T08:08:23.256458Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e3d273dfa9c8123b500aafaf5acc40396acc1097e34885e76db196d0c3bfa82f

Aliases

arxiv: 2404.08555 · arxiv_version: 2404.08555v2 · doi: 10.48550/arxiv.2404.08555 · pith_short_12: 4PJHHX5JZAJD · pith_short_16: 4PJHHX5JZAJDWUAK · pith_short_8: 4PJHHX5J
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/4PJHHX5JZAJDWUAKV6XVVTCAHF \
  | 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: e3d273dfa9c8123b500aafaf5acc40396acc1097e34885e76db196d0c3bfa82f
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "608cd5a355fd62edc5cdf67bf9ad900de2328272f9f757fffa67ff177d96667e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-12T15:54:15Z",
    "title_canon_sha256": "149bdaa31c2cea2828bc6e837a7e1ffc686360878bea9143e1eb9b74bf520a61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.08555",
    "kind": "arxiv",
    "version": 2
  }
}