Pith Number

pith:S6S4SQXT

pith:2023:S6S4SQXTOQRRGFBJZQBVHKK4US

not attested not anchored not stored refs pending

How Robust are LLMs to In-Context Majority Label Bias?

Anish Bhanushali, Karan Gupta, Nikhil Pattisapu, Prasanna Srinivasa Murthy, Santhosh Kumar Kasa, Siva Rajesh Kasa, Sumegh Roychowdhury

arxiv:2312.16549 v1 · 2023-12-27 · 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{S6S4SQXTOQRRGFBJZQBVHKK4US}

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

2 papers in Pith

AMEL: Accumulated Message Effects on LLM Judgments

Receipt and verification

First computed	2026-07-05T07:28:18.879136Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97a5c942f37423131429cc0353a95ca4860823d20aa3f92c937d44a2c33dfce1

Aliases

arxiv: 2312.16549 · arxiv_version: 2312.16549v1 · doi: 10.48550/arxiv.2312.16549 · pith_short_12: S6S4SQXTOQRR · pith_short_16: S6S4SQXTOQRRGFBJ · pith_short_8: S6S4SQXT

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/S6S4SQXTOQRRGFBJZQBVHKK4US \
  | 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: 97a5c942f37423131429cc0353a95ca4860823d20aa3f92c937d44a2c33dfce1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be4a95dd966f0202bf78c35a66d6134f9b549bd77c269b2516d0af5555015dce",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-27T12:20:12Z",
    "title_canon_sha256": "383790a8f6eb642d7a6e42bc719ffea4d70462a24f602b46896b4e1fb492b5a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16549",
    "kind": "arxiv",
    "version": 1
  }
}