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metadata
language:
  - en
license: mit
task_categories:
  - text-generation
tags:
  - assembly
  - transpilation
  - x86-to-arm
  - arm-to-x86
  - security
  - compiler-bugs
  - CISB
size_categories:
  - n<1K

CISB-Bench LLVM-O2: Assembly Transpilation Benchmark

Overview

This dataset is derived from the Compiler-Introduced Security Bugs (CISB) benchmark, compiled with LLVM/Clang-17 at -O2 optimization level. It supports bidirectional assembly transpilation (x86-64 ↔ AArch64) and is designed for evaluating transpilation models on security-critical code.

Dataset Structure

Column Description
task_name Full task identifier including flag (e.g., b-4-var-0-safe, b-4-var-0-unsafe)
flag "safe" or "unsafe" — whether the assembly preserves the security check
source_code Original C source from cisb-bench/<variant>/code.c (shared by safe/unsafe pairs)
x86_64 x86-64 assembly (code.s from .build_x86/)
aarch64_linux AArch64 assembly (code.s from .build_arm_linux/)
test_harness C test harness (test.c) for correctness verification

Statistics

  • Total records: 72
  • Safe records: 36
  • Unsafe records: 36

Transpilation Directions

This dataset supports both directions:

  • x86 → ARM: Use x86_64 as input, aarch64_linux as target
  • ARM → x86: Use aarch64_linux as input, x86_64 as target

Security Oracle

The test harness returns exit codes:

  • 0SAFE (security check preserved)
  • 1UNSAFE (security check eliminated)
  • 2HARNESS_ERROR (transpilation error)
  • >128CRASH

Usage

from datasets import load_dataset

ds = load_dataset("Akirayasha/cisb-bench-llvm-O2", split="test")

# Filter by flag
safe = ds.filter(lambda x: x["flag"] == "safe")
unsafe = ds.filter(lambda x: x["flag"] == "unsafe")

# x86 -> ARM transpilation
record = ds[0]
x86_input = record["x86_64"]
arm_target = record["aarch64_linux"]

# ARM -> x86 transpilation
arm_input = record["aarch64_linux"]
x86_target = record["x86_64"]

Citation

Part of the CISC-to-RISC transpilation research project at MBZUAI.