Pith. sign in
Pith Number

pith:2VATNE4S

pith:2023:2VATNE4SDAQQLUIMBIW4X5YYLD
not attested not anchored not stored refs pending

Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization

Ahmed Masry, Enamul Hoque, Mohammad Hassanpour, Parsa Kavehzadeh, Shafiq Joty, Xuan Long Do

arxiv:2312.10610 v1 · 2023-12-17 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2VATNE4SDAQQLUIMBIW4X5YYLD}

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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.
Receipt and verification
First computed 2026-07-05T07:25:09.633104Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d541369392182105d10c0a2dcbf71858f3b1841b5cea7a9b2dbb9c199dcda651

Aliases

arxiv: 2312.10610 · arxiv_version: 2312.10610v1 · doi: 10.48550/arxiv.2312.10610 · pith_short_12: 2VATNE4SDAQQ · pith_short_16: 2VATNE4SDAQQLUIM · pith_short_8: 2VATNE4S
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2VATNE4SDAQQLUIMBIW4X5YYLD \
  | 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: d541369392182105d10c0a2dcbf71858f3b1841b5cea7a9b2dbb9c199dcda651
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "78e1669e2aaa7d97cd92a67aa0a59cbb964dfb2744d7dedfb5f8db475a50eb82",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-17T05:13:58Z",
    "title_canon_sha256": "3663905e220eeb6cce94d40de6c306e0793b3cc01912a7c7d9de0e42bb3d055c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10610",
    "kind": "arxiv",
    "version": 1
  }
}