Pith Number

pith:XJ4TZBEW

pith:2023:XJ4TZBEW6OFGD77EW4OMMYNUN5

not attested not anchored not stored refs pending

Understanding the Effects of RLHF on LLM Generalisation and Diversity

Christoforos Nalmpantis, Edward Grefenstette, Eric Hambro, Ishita Mediratta, Jelena Luketina, Roberta Raileanu, Robert Kirk

arxiv:2310.06452 v3 · 2023-10-10 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XJ4TZBEW6OFGD77EW4OMMYNUN5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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

LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generations

Reward Models Can Improve Themselves: Reward-Guided Adversarial Failure Mode Discovery for Robust Reward Modeling

Culinary Crossroads: A RAG Framework for Enhancing Diversity in Cross-Cultural Recipe Adaptation

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

A Survey of Reinforcement Learning for Large Reasoning Models

Receipt and verification

First computed	2026-05-19T02:28:36.401174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba793c8496f38a61ffe4b71cc661b46f71675f7aa75767423913d4da599535aa

Aliases

arxiv: 2310.06452 · arxiv_version: 2310.06452v3 · doi: 10.48550/arxiv.2310.06452 · pith_short_12: XJ4TZBEW6OFG · pith_short_16: XJ4TZBEW6OFGD77E · pith_short_8: XJ4TZBEW

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/XJ4TZBEW6OFGD77EW4OMMYNUN5 \
  | 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: ba793c8496f38a61ffe4b71cc661b46f71675f7aa75767423913d4da599535aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9588cc882ba242d60e4b2af32935ac29df072e5687afa32cf931a44ea82db0de",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-10T09:25:44Z",
    "title_canon_sha256": "9e9759544ee8ceb86f206016a83e70d3ae4273a792ecf0a4e08bcc752d0d1d40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06452",
    "kind": "arxiv",
    "version": 3
  }
}