Pith Number

pith:46XSRMTT

pith:2025:46XSRMTTSL2A5PU2YKHCMXZ5L4

not attested not anchored not stored refs pending

Iterative Augmentation with Summarization Refinement (IASR) Evaluation for Unstructured Survey data Modeling and Analysis

Anju Gupta, Payal Bhattad, Sai Manoj Pudukotai Dinakarrao

arxiv:2507.12126 v1 · 2025-07-16 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{46XSRMTTSL2A5PU2YKHCMXZ5L4}

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.

Receipt and verification

First computed	2026-07-05T11:38:14.986799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7af28b27392f40ebe9ac28e265f3d5f254a44259f480135dc2ad89108c342d7

Aliases

arxiv: 2507.12126 · arxiv_version: 2507.12126v1 · doi: 10.48550/arxiv.2507.12126 · pith_short_12: 46XSRMTTSL2A · pith_short_16: 46XSRMTTSL2A5PU2 · pith_short_8: 46XSRMTT

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/46XSRMTTSL2A5PU2YKHCMXZ5L4 \
  | 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: e7af28b27392f40ebe9ac28e265f3d5f254a44259f480135dc2ad89108c342d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b10fb2b571df3443108c42c76f9b6cb06bdc738c88da706bd3ee82592588e605",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-16T10:49:30Z",
    "title_canon_sha256": "c6d70a30f7b79414beadae042c73e71b104318b4fbfab78db404274b58b4833b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12126",
    "kind": "arxiv",
    "version": 1
  }
}