Pith Number

pith:KZ2VQRNB

pith:2024:KZ2VQRNBN34Z4KBGZNQCXJWFL5

not attested not anchored not stored refs pending

Reinforcement Learning for Optimizing RAG for Domain Chatbots

Anusua Trivedi, Kyung Kim, Mandar Kulkarni, Praveen Tangarajan

arxiv:2401.06800 v1 · 2024-01-10 · 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{KZ2VQRNBN34Z4KBGZNQCXJWFL5}

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

State Contamination in Memory-Augmented LLM Agents

Reinforced Informativeness Optimization for Long-Form Retrieval-Augmented Generation

Self-Aligned Reward: Towards Effective and Efficient Reasoners

Retrieval-Augmented Generation for AI-Generated Content: A Survey

EHRAG: Bridging Semantic Gaps in Lightweight GraphRAG via Hybrid Hypergraph Construction and Retrieval

Receipt and verification

First computed	2026-07-05T07:33:26.604344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56755845a16ef99e2826cb602ba6c55f762f771d7b4242c72f967fbf7848b8d5

Aliases

arxiv: 2401.06800 · arxiv_version: 2401.06800v1 · doi: 10.48550/arxiv.2401.06800 · pith_short_12: KZ2VQRNBN34Z · pith_short_16: KZ2VQRNBN34Z4KBG · pith_short_8: KZ2VQRNB

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/KZ2VQRNBN34Z4KBGZNQCXJWFL5 \
  | 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: 56755845a16ef99e2826cb602ba6c55f762f771d7b4242c72f967fbf7848b8d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e850cda76071c41223d2bd0be6c6bca470804a03a43d5c9e93adcfab80c51ee",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-10T02:57:20Z",
    "title_canon_sha256": "7976a7091477bf40b09b7320669d7c54f1385fe1dde544e61707f4753331249c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06800",
    "kind": "arxiv",
    "version": 1
  }
}