Pith Number

pith:E6M3GHPR

pith:2023:E6M3GHPR6ICPFAXAWGNBK6W6M7

not attested not anchored not stored refs pending

Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2

David Wadden, Hamish Ivison, Hannaneh Hajishirzi, Iz Beltagy, Joel Jang, Matthew Peters, Nathan Lambert, Noah A. Smith, Pradeep Dasigi, Valentina Pyatkin, Yizhong Wang

arxiv:2311.10702 v2 · 2023-11-17 · 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{E6M3GHPR6ICPFAXAWGNBK6W6M7}

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

19 papers in Pith

When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs

Model Merging to Evolution: Parameter Space Exploration for Expert Models

EvoGM: Learning to Merge LLMs via Evolutionary Generative Optimization

Reinforcement Learning from Human Feedback

Dr.LLM: Dynamic Layer Routing in LLMs

Receipt and verification

First computed	2026-07-05T07:14:22.032470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2799b31df1f204f282e0b19a157ade67e7ac5626e80e8b68475414ddeea16e09

Aliases

arxiv: 2311.10702 · arxiv_version: 2311.10702v2 · doi: 10.48550/arxiv.2311.10702 · pith_short_12: E6M3GHPR6ICP · pith_short_16: E6M3GHPR6ICPFAXA · pith_short_8: E6M3GHPR

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/E6M3GHPR6ICPFAXAWGNBK6W6M7 \
  | 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: 2799b31df1f204f282e0b19a157ade67e7ac5626e80e8b68475414ddeea16e09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6625b39ad7aaca8542971f9ba997f1b44ac1a1b8e63e9ba97b67755c2ed4d1d8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-17T18:45:45Z",
    "title_canon_sha256": "a5a250369cba1ad0849c040980ab981e6dce720c70d93918880def6c87f5b32e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.10702",
    "kind": "arxiv",
    "version": 2
  }
}