Datasets:
model stringclasses 1
value | task_name stringlengths 7 32 | trial_name stringlengths 16 41 | is_solved bool 2
classes | reward float64 0 1 | n_episodes int64 0 17 | summarization_count int64 0 22 | n_input_tokens int64 0 1.2M | n_output_tokens int64 0 90.1k | exception_type stringclasses 0
values | exception_message stringclasses 0
values | output_length_exceeded bool 1
class | started_at stringlengths 27 27 | finished_at stringlengths 27 27 | task_difficulty stringclasses 3
values | task_category stringclasses 16
values | task_instruction stringlengths 123 4.35k | atif stringlengths 4.09k 497k | verifier_stdout stringlengths 1.8k 10k | verifier_stderr stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
marin_step858 | cancel-async-tasks | cancel-async-tasks__WE6W2Fp | false | 0 | 0 | 1 | 137,918 | 17,751 | null | null | false | 2026-04-28T10:04:17.709890Z | 2026-04-28T10:19:36.173566Z | hard | software-engineering | Create a Python function called `async run_tasks(tasks: list[Callable[[], Awaitable[None]]], max_concurrent: int) -> None` where each task is an async job to be run and `max_concurrent` is the max number of tasks that can be run concurrently. Put the function in a file called `/app/run.py` so that it can be imported us... | {
"schema_version": "ATIF-v1.5",
"session_id": "9ac530f4-2e93-481c-ab0b-227d8e49c4a1",
"agent": {
"name": "terminus-2",
"version": "2.0.0",
"model_name": "hosted_vllm/exp4760-marin32b-sft-step858-fixed",
"extra": {
"parser": "json",
"temperature": 0.6,
"top_p": 0.95,
"top_k... | Hit:1 http://deb.debian.org/debian bookworm InRelease
Hit:2 http://deb.debian.org/debian bookworm-updates InRelease
Hit:3 http://deb.debian.org/debian-security bookworm-security InRelease
Reading package lists...
Reading package lists...
Building dependency tree...
Reading state information...
The following additional ... | bash: cannot set terminal process group (1): Inappropriate ioctl for device
bash: no job control in this shell
|
marin_step858 | custom-memory-heap-crash | custom-memory-heap-crash__DW86L2W | false | 0 | 0 | 3 | 293,536 | 27,109 | null | null | false | 2026-04-28T10:04:17.692580Z | 2026-04-28T10:34:42.203081Z | medium | debugging | "I have a program at `/app/` that crashes under RELEASE mode but not under DEBUG mode.\nPlease help (...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"efa41243-0888-4f48-8e9b-ac8954e3a45c\"(...TRUNCATED) | "Hit:1 http://archive.ubuntu.com/ubuntu noble InRelease\nHit:2 http://security.ubuntu.com/ubuntu nob(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | financial-document-processor | financial-document-processor__DYoaqZi | false | 0 | 0 | 3 | 226,463 | 26,096 | null | null | false | 2026-04-28T10:04:17.703530Z | 2026-04-28T10:24:42.327624Z | medium | data-processing | "You have a collection of mixed document files in the `/app/documents/` directory containing both JP(...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"d25c2abb-4805-40ee-b377-4beebce233c7\"(...TRUNCATED) | "Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | install-windows-3.11 | install-windows-3.11__6YFjsY8 | false | 0 | 0 | 5 | 411,773 | 51,575 | null | null | false | 2026-04-28T10:04:17.701534Z | 2026-04-28T11:04:46.368286Z | hard | system-administration | "Run Windows 3.11 for Workgroups in a virtual machine using qemu. You image is in `/app/isos/win311.(...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"5fb663e3-766e-48da-9bce-aea641b23b9e\"(...TRUNCATED) | "Hit:1 http://archive.ubuntu.com/ubuntu noble InRelease\nHit:2 http://archive.ubuntu.com/ubuntu nobl(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | merge-diff-arc-agi-task | merge-diff-arc-agi-task__PfdrqfG | false | 0 | 0 | 2 | 321,058 | 20,254 | null | null | false | 2026-04-28T10:04:17.686446Z | 2026-04-28T10:19:52.292220Z | medium | debugging | "mkdir /app/repo, then initialize a git repo at /app/repo.\nFetch the first git bundle located at /a(...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"d36a7524-73cd-4625-afca-0728831e43ce\"(...TRUNCATED) | "Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | path-tracing | path-tracing__dXLUHZ3 | false | 0 | 0 | 1 | 138,996 | 20,640 | null | null | false | 2026-04-28T10:04:17.690813Z | 2026-04-28T10:34:36.533027Z | hard | software-engineering | "I've put an image at /app/image.ppm that I rendered programmatically. Write a c program image.c tha(...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"22c18a96-f3c6-420b-82a7-7e32e23abf40\"(...TRUNCATED) | "Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | qemu-alpine-ssh | qemu-alpine-ssh__dL7DZGT | false | 0 | 0 | 0 | 12,051 | 7,184 | null | null | false | 2026-04-28T10:04:17.699919Z | 2026-04-28T10:19:29.398803Z | medium | system-administration | "Start the /app/alpine.iso image in qemu, and then start an ssh server on the alpine linux vm. When (...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"73cb7cf9-c567-41a8-90b9-1d97c320cf9a\"(...TRUNCATED) | "Hit:1 http://deb.debian.org/debian bullseye InRelease\nHit:2 http://deb.debian.org/debian-security (...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | schemelike-metacircular-eval | schemelike-metacircular-eval__jdavxcH | false | 0 | 0 | 2 | 274,818 | 23,793 | null | null | false | 2026-04-28T10:04:17.694520Z | 2026-04-28T10:44:39.388044Z | medium | software-engineering | "Write a file eval.scm that is a metacircular evaluator capable of interpreting the scheme-like lang(...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"178447e1-9c3b-4ba3-87cf-2029cf4675c8\"(...TRUNCATED) | "Hit:1 http://deb.debian.org/debian bookworm InRelease\nHit:2 http://deb.debian.org/debian bookworm-(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | winning-avg-corewars | winning-avg-corewars__YVTeHRq | false | 0 | 0 | 7 | 550,024 | 48,836 | null | null | false | 2026-04-28T10:04:17.689003Z | 2026-04-28T11:04:35.409027Z | medium | software-engineering | "Write a CoreWars program that achieves a winning average against five classic opponent warriors.\np(...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"3a8dca2b-ed0f-47fc-8793-f72e94f92c62\"(...TRUNCATED) | "Get:1 http://deb.debian.org/debian stable InRelease [140 kB]\nGet:2 http://deb.debian.org/debian tr(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
marin_step858 | chess-best-move | chess-best-move__fMv2JAG | false | 0 | 0 | 1 | 175,429 | 24,511 | null | null | false | 2026-04-28T10:04:01.893697Z | 2026-04-28T10:19:29.894160Z | medium | games | "The file chess_board.png has an image of a chess board. It is currently white to move. Write the be(...TRUNCATED) | "{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"ebc07383-91f1-4f44-a98a-2b2cbf52543a\"(...TRUNCATED) | "Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED) | "bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED) |
Terminal-Bench 2.0 — SFT Trajectory Comparison
Per-trial agent trajectories from running Terminal-Bench 2.0 against three supervised fine-tuned 32B-parameter checkpoints. Generated to debug a 70%-degeneration failure mode in marin-32b-base SFT and posted alongside the diagnosis in marin-community/marin#4760.
Each split is filtered to the trials referenced in the canonical per-shard samples_*.jsonl (the eval that wrote .executor_status=SUCCESS). Trial directories from prior crashed Harbor launches are excluded.
Splits = models
| Split | Checkpoint | SFT base | Steps | Examples seen |
|---|---|---|---|---|
marin_step858 |
marin-community/marin-32b-base SFT, EOS-patched |
Marin-32B base | 858 | ~110K |
qwen3_step1000 |
Qwen3-32B SFT (exp4307, mid-training snapshot) | Qwen3-32B base | 1000 | ~128K |
qwen3_step500 |
Qwen3-32B SFT (exp4307, earlier snapshot) | Qwen3-32B base | 500 | ~64K |
All three were evaluated under the same Harbor + Daytona setup with identical sampling settings (temperature=0.6, top_p=0.95, top_k=20, max_output_tokens=8192, terminus-2, max_input_tokens=24576, vLLM native serving). The Marin checkpoint was patched after eval revealed an EOS-token mismatch — its OLE rate dropped from 70% to 11% post-patch, and this dataset captures the patched run.
Schema (one row per trial)
| Field | Type | Notes |
|---|---|---|
model |
string | Same as split name |
task_name |
string | TB2 task (e.g. sqlite-with-gcov) |
trial_name |
string | Unique per attempt |
is_solved |
bool | verifier_result.rewards.reward == 1.0 |
reward |
float | 0.0 / 1.0 |
n_episodes |
int | Agent episodes before terminal state |
summarization_count |
int | Times the agent summarized context |
n_input_tokens / n_output_tokens |
int | Total prompt / generated tokens |
exception_type / exception_message |
string | null | e.g. AgentTimeoutError |
output_length_exceeded |
bool | True if OutputLengthExceededError appears in the trial log (smoking gun for the EOS bug) |
started_at / finished_at |
string | ISO 8601 |
task_difficulty / task_category |
string | from TB2 task.toml metadata |
task_instruction |
string | full instruction.md body |
atif |
string | Raw agent/trajectory.json contents (ATIF v1.6) as a JSON string. Decode with json.loads. Replaces the previous messages column. |
verifier_stdout / verifier_stderr |
string | Test-runner output, clipped to 10K chars |
The atif column preserves the original Agent Trajectory Interchange Format export from Harbor — full per-step messages, source labels (user / agent / system), timestamps, and step IDs — instead of a re-shaped chat-format view.
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