input string | target string | primitive string | scale string |
|---|---|---|---|
Read the following software repository codebase and documentation. Extract the exact requested identifier, command, or value.
### Context:
According to a study by Robert <unk> , by 2002 there had been least eight adaptations of the play as a musical , though " never with conspicuous success " . The earliest such ver... | Michael B. Jordan | date | t6 |
Read the following software repository codebase and documentation. Extract the exact requested identifier, command, or value.
### Context:
# --- File: src/components/module_0.py ---
```python
def generate_module_paths(env, app):
module_paths = []
if env:
module_paths.append('settings.envs.{env}'.for... | breadth_first_search | function | t2 |
Read the following software repository codebase and documentation. Extract the exact requested identifier, command, or value.
### Context:
# --- File: src/components/module_0.py ---
```python
# Comprehensive FAQ for Vera's Lobbies
## Table of Contents:
1. [Account Creation](#account-creation)
2. [Security](#security... | --data | cli_flag | t5 |
Read the following software repository codebase and documentation. Extract the exact requested identifier, command, or value.
### Context:
The Hospitallers began rebuilding the castle in the 1140s and were finished by 1170 when an earthquake damaged the castle . The order controlled a number of castles along the bor... | 37,118 | date | t5 |
Read the following software repository codebase and documentation. Extract the exact requested identifier, command, or value.
### Context:
Ali 's act was captured in two films : the 1930 short Strange as It Seems , and Politiquerias ( 1931 ) , the expanded Spanish @-@ language version of Laurel and Hardy 's Chickens... | July 28, 1992 | date | t7 |
Read the following software repository codebase and documentation. Extract the exact requested identifier, command, or value.
### Context:
For several years the arsenal , which was owned by the federal government , served as a simple arms depot and was staffed with only a handful of soldiers . But in November 1860 ,... | 37.9% | date | t4 |
"Read the following software repository codebase and documentation. Extract the exact requested iden(...TRUNCATED) | American football | date | t7 |
"Read the following software repository codebase and documentation. Extract the exact requested iden(...TRUNCATED) | 472,027,235,000 | date | t4 |
"Read the following software repository codebase and documentation. Extract the exact requested iden(...TRUNCATED) | Linkin Park | date | t6 |
"Read the following software repository codebase and documentation. Extract the exact requested iden(...TRUNCATED) | Karl Malone | date | t4 |
End of preview. Expand in Data Studio
Agent Primitives Pilot: High-Entropy Extraction Dataset (305k Rows)
A high-fidelity agentic extraction dataset specifically curated and aligned for small, ultra-fast language and hybrid models (e.g., Liquid AI LFM2-1.2B-Extract and LFM3-1.7B).
All synthetic degeneration loops, streaming repetitions, and padded artifacts have been permanently pruned. Every target strictly satisfies the $\le 32$ token ceiling to force models into concise, hallucination-free primitive extraction.
1. Composition Summary (305,063 Total Clean Rows)
| Primitive | Samples | Share | Description & Benchmark Source | Target Ceiling |
|---|---|---|---|---|
| INT | 99,162 | 32.51% | Deterministic integer answers (MetaMathQA) | $\le 12$ tokens |
| SPAN | 86,580 | 28.38% | Verbatim factual document answer spans (SQuAD v2) | $\le 32$ tokens |
| STRUCT | 59,270 | 19.43% | Compact JSON key-value extraction (LiquidAI/structured-extraction) | $\le 32$ tokens |
| CODE | 28,769 | 9.43% | Linux commands & tool-calling arguments (Romit2004/LinuxCommands, Glaive) | $\le 32$ tokens |
| STR | 9,575 | 3.14% | Scientific and technical string extraction (SciQ, IETF RFCs) | $\le 20$ tokens |
| NOUL | 8,553 | 2.80% | Explicit non-hallucination abstentions ("null", BoolQ & missing schema fields) |
1 token |
| CHOICE | 7,214 | 2.36% | Fast decision routing & tool name selection (Fastino fast-decisions) |
$\le 6$ tokens |
| REPLAY | 5,940 | 1.95% | Exact reproduction & verbatim state recovery (Databricks Dolly) | $\le 32$ tokens |
2. Distributed Cluster Execution (distlab Orchestration)
This dataset was processed and verified using the distlab distributed cluster engine across 32 idle compute nodes (384 CPU cores):
- Master Node:
10.5.16.86(orchestration, slicing, parquet encoding, and upload). - Worker Execution: 32 nodes executed pure standard-library workers strictly inside
~/.work/without touching host directories. - Batch Dispatch: 32 jobs dispatched concurrently via
distlab submit --batch(Batch ID:b_1031_185710_e3da). - Runtime: Completed in 4.8 seconds across 32 nodes (32/32 successful, 0 failed).
- Target Verification: 0 target token violations (>32 tokens = 0.00%).
3. Quickstart & Usage
from datasets import load_dataset
# Load compact high-entropy shards directly:
ds = load_dataset("saidurga001301/agent-primitives-pilot-1k", data_dir="data_compact", split="train")
print(f"Total Rows: {len(ds):,}")
print("Sample:", ds[0])
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