Pith Number

pith:DVOV5PJB

pith:2025:DVOV5PJBTXNJFXC5RKTSIKW3AN

not attested not anchored not stored refs pending

Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback

Ananth Muppidi, Dharun D A, Sambaran Bandyopadhyay, Tarak Das, Tripti Shukla

arxiv:2505.18240 v1 · 2025-05-23 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DVOV5PJBTXNJFXC5RKTSIKW3AN}

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

1 paper in Pith

DeepSlide: From Artifacts to Presentation Delivery

Receipt and verification

First computed	2026-07-05T11:08:43.481789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d5d5ebd219dda92dc5d8aa7242adb0364c99e23dad16f99d8e7fba30ee5b6e1

Aliases

arxiv: 2505.18240 · arxiv_version: 2505.18240v1 · doi: 10.48550/arxiv.2505.18240 · pith_short_12: DVOV5PJBTXNJ · pith_short_16: DVOV5PJBTXNJFXC5 · pith_short_8: DVOV5PJB

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/DVOV5PJBTXNJFXC5RKTSIKW3AN \
  | 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: 1d5d5ebd219dda92dc5d8aa7242adb0364c99e23dad16f99d8e7fba30ee5b6e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fed5dc2bbcdc7258b38fd8e021cbdc6c359a7eab87a556e465134bbcb517d5a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T14:27:57Z",
    "title_canon_sha256": "512bcb9483b2e587266c5c4742cfd2f64437c5fe1865bbd9e582541f23a5d804"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18240",
    "kind": "arxiv",
    "version": 1
  }
}