Pith Number

pith:2CQSVXRZ

pith:2024:2CQSVXRZNXFHGSVSLT22T3E6MZ

not attested not anchored not stored refs pending

A Closer Look at the Limitations of Instruction Tuning

Chandra Kiran Reddy Evuru, Deepali Aneja, Dinesh Manocha, Ramaneswaran S, Ramani Duraiswami, Sonal Kumar, Sreyan Ghosh, Zeyu Jin

arxiv:2402.05119 v5 · 2024-02-03 · 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{2CQSVXRZNXFHGSVSLT22T3E6MZ}

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

5 papers in Pith

Expert-Aware Refusal Steering

Fine-Tuning Causal LLMs for Text Classification: Embedding-Based vs. Instruction-Based Approaches

Visual Compositional Tuning

Response-Based Knowledge Distillation for Multilingual Jailbreak Prevention Unwittingly Compromises Safety

Meta-Tool: Efficient Few-Shot Tool Adaptation for Small Language Models

Receipt and verification

First computed	2026-07-05T08:43:26.151257Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0a12ade396dca734ab25cf5a9ec9e667d828b79c63cc543c3daba739e1d298b

Aliases

arxiv: 2402.05119 · arxiv_version: 2402.05119v5 · doi: 10.48550/arxiv.2402.05119 · pith_short_12: 2CQSVXRZNXFH · pith_short_16: 2CQSVXRZNXFHGSVS · pith_short_8: 2CQSVXRZ

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/2CQSVXRZNXFHGSVSLT22T3E6MZ \
  | 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: d0a12ade396dca734ab25cf5a9ec9e667d828b79c63cc543c3daba739e1d298b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ed86314444d019ba958469ee6bb3d284c7f00d34d1ef281a383a378166c820f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-03T04:45:25Z",
    "title_canon_sha256": "66d691b346c2e21cd81f7995fb2aff8e14638016bf26c2a7c0de154ae0f61c5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05119",
    "kind": "arxiv",
    "version": 5
  }
}