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Eval set: 27 prompts (one per (tier, source) combo)
[1/27] tier=warmup source=success_first_step task_id=37
expected: 'aws route53 list-hosted-zones'
✗ smollm2-360m 1.1s "'aws s3 ls'\n\nStep: 1\nLast command output: 'Environment reset. Infra st"
✗ deepseek-r1-distill-qwen-1.5b 4.4s ''
✗ qwen2.5-coder-1.5b-instruct 2.8s 'This command will list all hosted zones in the current AWS environment'
✓ qwen2.5-coder-3b-instruct 2.8s 'aws route53 list-hosted-zones'
✗ smollm2-1.7b-instruct 1.9s '\'aws route53 list-hosted-zones --output text --query "HostedZoneSummar'
~ smollm2-135m-instruct 0.9s 'aws s3 ls --zone=region-name --bucket=bucket-name --key=key-value --vo'
~ smollm-1.7b-instruct-v0.2 3.9s 'aws s3 ls --region us-east-2 --bucket my-bucket --output-format json'
~ smollm-360m-instruct 1.3s 'aws ec2 describe-hosts --region=us-east-1 --tags=route-53'
~ qwen/qwen3-4b-2507 9.8s 'aws route53 list-hosted-zones-by-name'
~ smollm-360m-instruct-v0.2 2.0s 'aws s3 ls --format=csv --output=csv.txt'
✗ smollm2-360m-instruct 0.8s '\'aws s3 ls --query "name=*.zone" --format json\''
[2/27] tier=intermediate source=multi_step_continuation task_id=12
expected: 'aws dynamodb put-item --table-name orders --item \'{"order_id":{"S":"001"},"status":{"S":"p'
✗ smollm2-360m 1.8s "TASK: Create a DynamoDB table named 'orders' with partition key 'order"
✗ deepseek-r1-distill-qwen-1.5b 3.9s ''
~ qwen2.5-coder-1.5b-instruct 2.4s 'aws dynamodb put-item --table-name orders --item \'{"order_id": {"S": "'
~ qwen2.5-coder-3b-instruct 3.1s 'aws dynamodb put-item --table-name orders --item \'{"order_id": {"S": "'
~ smollm2-1.7b-instruct 2.0s "aws dynamodb put-item --table-name orders --primary-key order_id='001'"
~ smollm2-135m-instruct 1.1s 'aws dynamodb create-table orders 001'
✗ smollm-1.7b-instruct-v0.2 3.9s "Step 1: Create a DynamoDB table named 'orders' with partition key 'ord"
~ smollm-360m-instruct 1.8s 'aws dynamodb create-table --table-name orders --key-schema AttributeNa'
~ qwen/qwen3-4b-2507 10.2s 'aws dynamodb put-item --table-name orders --item \'{"order_id":"001","s'
✗ smollm-360m-instruct-v0.2 2.3s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef create"
~ smollm2-360m-instruct 0.9s "aws dynamodb put-item --table-name orders --key order_id='001' --value"
[3/27] tier=intermediate source=hint_usage task_id=72
expected: 'aws help --task-hint'
✗ smollm2-360m 1.6s 'You are given the following response from the AWS console:\n\n```json\n{\n'
✗ deepseek-r1-distill-qwen-1.5b 3.9s ''
~ qwen2.5-coder-1.5b-instruct 4.1s 'aws lambda create-function --function-name scheduled-task --runtime py'
~ qwen2.5-coder-3b-instruct 3.8s 'aws lambda create-function --function-name scheduled-task --runtime py'
✗ smollm2-1.7b-instruct 2.1s "'aws s3 cp /tmp/dummy.zip s3://my-bucket/dummy.zip --region us-east-1'"
✗ smollm2-135m-instruct 1.1s "AWS Lambda Command: Create a Lambda function named 'scheduled-task' wi"
✗ smollm-1.7b-instruct-v0.2 4.0s "TASK: Create a Lambda function named 'scheduled-task' with runtime pyt"
✗ smollm-360m-instruct 1.8s "To create the Lambda function named 'scheduled-task' and add it to an "
~ qwen/qwen3-4b-2507 11.5s 'aws lambda create-function --function-name scheduled-task --runtime py'
✗ smollm-360m-instruct-v0.2 2.3s "Here's how you can implement this task using the AWS CLI:\n\n```python\ni"
✗ smollm2-360m-instruct 0.8s "'aws s3 cp fileb:///tmp/dummy.zip --recursive .'"
[4/27] tier=beginner source=success_first_step task_id=9
expected: 'aws sns create-topic --name notifications'
✗ smollm2-360m 1.6s "TASK: Create an SNS topic named 'notifications'.\n\nStep: 1\nLast command"
✗ deepseek-r1-distill-qwen-1.5b 3.9s ''
✗ qwen2.5-coder-1.5b-instruct 2.2s "This command creates a new SNS topic named 'notifications'."
✓ qwen2.5-coder-3b-instruct 2.6s 'aws sns create-topic --name notifications'
✗ smollm2-1.7b-instruct 2.1s "'aws sns create-topic --name notifications'"
~ smollm2-135m-instruct 1.1s 'aws s3 ls --bucket=/path/to/s3 -o /path/to/s3-output.json -n notificat'
✗ smollm-1.7b-instruct-v0.2 2.9s "TASK: Create an SNS topic named 'notifications'.\n\nStep: 1\nLast command"
✗ smollm-360m-instruct 1.7s 'To create the notification topic, you can use the following SNS comman'
✓ qwen/qwen3-4b-2507 9.8s 'aws sns create-topic --name notifications'
~ smollm-360m-instruct-v0.2 2.1s 'aws s3 ls --recurse-objects --limit 100 --include-object-type=file --i'
✗ smollm2-360m-instruct 1.0s "'aws s3 put-object --bucket my-bucket --key my-key --content-type file"
[5/27] tier=beginner source=failure_recovery task_id=60
expected: 'aws apigatewayv2 create-api --name payments-api --protocol-type HTTP'
✗ smollm2-360m 1.6s "TASK: Create an API Gateway V2 HTTP API named 'payments-api' with prot"
✗ deepseek-r1-distill-qwen-1.5b 4.2s ''
~ qwen2.5-coder-1.5b-instruct 2.4s 'aws apigatewayv2 create-api --protocol-type HTTP --name payments-api'
✓ qwen2.5-coder-3b-instruct 2.9s 'aws apigatewayv2 create-api --name payments-api --protocol-type HTTP'
~ smollm2-1.7b-instruct 1.8s 'aws apigatewayv2 create-rest-api --name payments-api'
✗ smollm2-135m-instruct 1.1s "Here's a new task for you to send an AWS CLI command:\n\n1. Create an AP"
✗ smollm-1.7b-instruct-v0.2 3.7s "Step 1: Create an API Gateway V2 HTTP API named 'payments-api' with pr"
✗ smollm-360m-instruct 1.7s "To create an API Gateway V2 HTTP API named 'payments-api' with protoco"
✓ qwen/qwen3-4b-2507 10.2s 'aws apigatewayv2 create-api --name payments-api --protocol-type HTTP'
~ smollm-360m-instruct-v0.2 2.2s 'aws apigatewayv2 create-api --name PaymentsApi --protocol-type HTTP --'
~ smollm2-360m-instruct 0.7s 'aws apigatewayv2 create-api --protocol-type HTTP'
[6/27] tier=intermediate source=success_first_step task_id=83
expected: 'aws s3api create-bucket --bucket firehose-delivery'
✗ smollm2-360m 1.6s "TASK: Create an S3 bucket named 'firehose-delivery', then create a Kin"
✗ deepseek-r1-distill-qwen-1.5b 3.9s ''
~ qwen2.5-coder-1.5b-instruct 2.1s 'aws s3 mb s3://firehose-delivery'
~ qwen2.5-coder-3b-instruct 2.7s 'aws s3 mb s3://firehose-delivery'
✗ smollm2-1.7b-instruct 1.8s "'aws s3 mb s3://firehose-delivery/ --profile aws-dev-prod'"
~ smollm2-135m-instruct 0.8s 'aws s3 ls -l /path/to/firehose-delivery --bucket=firehose-delivery --d'
~ smollm-1.7b-instruct-v0.2 3.1s 'aws s3 ls --bucket-name=firehose-delivery --prefix=event-stream --outp'
~ smollm-360m-instruct 1.7s 'aws s3 ls --bucket=firehose-delivery --output=event-stream'
~ qwen/qwen3-4b-2507 9.9s 'aws s3 mb s3://firehose-delivery --create-bucket --region us-east-1'
~ smollm-360m-instruct-v0.2 2.2s 'aws s3 ls --format=csv --output-file=firehose-delivery/s3-ls-output.cs'
✗ smollm2-360m-instruct 0.8s "'aws s3 cp 'firehose-delivery' s3://firehose-delivery/event-stream'"
[7/27] tier=warmup source=success_first_step task_id=5
expected: 'aws sns list-topics'
✗ smollm2-360m 1.6s 'Command: \'aws sns list\'\nOutput: [\n {\n "TopicArn": "arn:aws:s'
✗ deepseek-r1-distill-qwen-1.5b 3.8s ''
✓ qwen2.5-coder-1.5b-instruct 1.8s 'aws sns list-topics'
✓ qwen2.5-coder-3b-instruct 2.4s 'aws sns list-topics'
✗ smollm2-1.7b-instruct 1.7s "'aws sns list-topics --profile myprofile'"
~ smollm2-135m-instruct 0.8s 'aws s3 ls --list-topics'
~ smollm-1.7b-instruct-v0.2 3.9s 'aws s3 ls --bucket <bucket_name> --prefix <prefix> --output-format jso'
~ smollm-360m-instruct 1.1s 'aws s3 ls --format=json'
✓ qwen/qwen3-4b-2507 9.4s 'aws sns list-topics'
✗ smollm-360m-instruct-v0.2 1.9s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef list_s"
✗ smollm2-360m-instruct 1.6s '\'aws s3 ls --query "arn:sns/*:*" --query "arn:sns/*:*" --query "arn:sn'
[8/27] tier=warmup source=success_first_step task_id=2
expected: 'aws dynamodb list-tables'
✗ smollm2-360m 1.6s "''\n\nStep: 1\nLast command output: 'aws dynamodb list-tables'\nLast error"
✗ deepseek-r1-distill-qwen-1.5b 3.8s ''
✓ qwen2.5-coder-1.5b-instruct 1.8s 'aws dynamodb list-tables'
✓ qwen2.5-coder-3b-instruct 2.4s 'aws dynamodb list-tables'
✗ smollm2-1.7b-instruct 1.7s '\'aws dynamodb list-tables --query "TableNames" --output text\''
~ smollm2-135m-instruct 1.0s "aws s3 ls --format=json | grep -v '^[[:blank::]]' | awk '{print $1}' >"
✗ smollm-1.7b-instruct-v0.2 4.0s 'Here is the updated code:\n\n```python\nimport subprocess\n\ndef get_dynamo'
~ smollm-360m-instruct 1.5s 'aws describe-table --format=json'
✓ qwen/qwen3-4b-2507 9.7s 'aws dynamodb list-tables'
✗ smollm-360m-instruct-v0.2 2.1s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef list_t"
✗ smollm2-360m-instruct 0.8s '\'aws dynamodb list --query "Table Name" --output text\''
[9/27] tier=beginner source=success_first_step task_id=47
expected: 'aws secretsmanager create-secret --name db-credentials --secret-string \'{"username":"admin'
✗ smollm2-360m 1.7s "TASK: Create a secret in Secrets Manager named 'db-credentials' with t"
✗ deepseek-r1-distill-qwen-1.5b 4.0s ''
✗ qwen2.5-coder-1.5b-instruct 2.5s ''
✓ qwen2.5-coder-3b-instruct 3.0s 'aws secretsmanager create-secret --name db-credentials --secret-string'
✗ smollm2-1.7b-instruct 2.0s "'aws secretsmanager create-secret --name db-credentials --secret-strin"
~ smollm2-135m-instruct 1.2s 'aws s3 ls --bucket=/var/log /path/to/db-credentials'
~ smollm-1.7b-instruct-v0.2 3.3s 'aws secretsmanager create-secret --name db-credentials --value \'{"user'
~ smollm-360m-instruct 1.9s 'aws s3 ls -k --key=my-secret-key --key-type=public --key-value={{"user'
~ qwen/qwen3-4b-2507 10.6s 'aws secretsmanager create-secret --name "db-credentials" --secret-stri'
~ smollm-360m-instruct-v0.2 2.3s 'aws s3 ls --format=json --pretty=indent --include-metadata=true --excl'
✗ smollm2-360m-instruct 1.0s '\'aws secretsmanager create-secret --name db-credentials --value "{\\"us'
[10/27] tier=intermediate source=success_first_step task_id=66
expected: 'aws s3api create-bucket --bucket app-assets'
✗ smollm2-360m 1.7s "TASK: Create an S3 bucket named 'app-assets', then create an IAM polic"
✗ deepseek-r1-distill-qwen-1.5b 3.8s ''
~ qwen2.5-coder-1.5b-instruct 2.3s 'aws s3 mb s3://app-assets'
✓ qwen2.5-coder-3b-instruct 2.9s 'aws s3api create-bucket --bucket app-assets'
~ smollm2-1.7b-instruct 1.6s 'aws s3 mb s3://app-assets'
~ smollm2-135m-instruct 1.2s 'aws s3 ls -l /app-assets --bucket=/app-assets --read-policy=app-assets'
~ smollm-1.7b-instruct-v0.2 4.2s 'aws s3 ls --bucket "app-assets" --print-dir --print-prefixes --print-a'
~ smollm-360m-instruct 1.8s 'aws s3 ls -v --region "us-east-2" --bucket "app-assets"'
~ qwen/qwen3-4b-2507 10.0s 'aws s3api create-bucket --bucket app-assets --region us-east-1'
~ smollm-360m-instruct-v0.2 2.4s 'aws s3 ls --recurse-objects --filter \'{"name": "app-assets"}\''
~ smollm2-360m-instruct 1.1s "aws s3 cp 's3://app-assets' --recursive /path/to/app-assets"
[11/27] tier=warmup source=failure_recovery task_id=31
expected: 'aws elasticache describe-cache-clusters'
✗ smollm2-360m 1.6s 'TASK: Describe all ElastiCache clusters in the environment.\n\nStep: 2\nL'
✗ deepseek-r1-distill-qwen-1.5b 3.8s ''
~ qwen2.5-coder-1.5b-instruct 2.0s 'aws elastic describe-cache-clusters'
~ qwen2.5-coder-3b-instruct 3.1s 'aws elastiCache describe-cache-clusters'
✗ smollm2-1.7b-instruct 2.1s '\'aws ec2 list-instances --filters "Name=instance-state-code,Values=16"'
✗ smollm2-135m-instruct 0.9s '$ aws elastic describe-cache-clusters --cluster=my_elastiCache\n======='
✗ smollm-1.7b-instruct-v0.2 3.2s 'Step: 2\nLast command output: \'\'\nLast error: "aws: error: argument comm'
~ smollm-360m-instruct 1.9s 'aws ec2 describe-instances --cluster-options=elastic-compute-cluster-o'
✓ qwen/qwen3-4b-2507 9.8s 'aws elasticache describe-cache-clusters'
~ smollm-360m-instruct-v0.2 2.4s 'aws echo "Elastic Cache Clusters" | aws describe-cache-clusters'
✗ smollm2-360m-instruct 1.0s '"aws elasticdescribe-cache-clusters --query-options "cluster_name, clu'
[12/27] tier=beginner source=failure_recovery task_id=58
expected: 'aws cloudformation create-stack --stack-name vpc-stack --template-body \'{"AWSTemplateForma'
✗ smollm2-360m 1.6s "TASK: Create a CloudFormation stack named 'vpc-stack' using the templa"
✗ deepseek-r1-distill-qwen-1.5b 3.8s ''
~ qwen2.5-coder-1.5b-instruct 2.5s 'aws cloudformation create-stack --stack-name vpc-stack --template-url '
~ qwen2.5-coder-3b-instruct 3.1s 'aws cloudformation create-stack --stack-name vpc-stack --template-url '
~ smollm2-1.7b-instruct 2.1s 'aws cloudformation create-stack --template-url https://s3.amazonaws.co'
~ smollm2-135m-instruct 1.1s 'aws cloudformation create-stack vpc-stack --template-body'
~ smollm-1.7b-instruct-v0.2 4.1s 'aws cloudformation create-stack --template-body \'{"AWSTemplateFormatVe'
✗ smollm-360m-instruct 1.7s 'To achieve the desired result, you can use the following steps:\n\n1. Cr'
~ qwen/qwen3-4b-2507 10.1s 'aws cloudformation create-stack --stack-name vpc-stack --template-url '
✗ smollm-360m-instruct-v0.2 2.0s "Here's how you can implement this task using the template URL:\n\n```pyt"
✗ smollm2-360m-instruct 1.0s '\'aws cloudformation create-stack --template-body \'{"AWSTemplateFormatV'
[13/27] tier=intermediate source=hint_usage task_id=67
expected: 'aws help --task-hint'
✗ smollm2-360m 1.7s "TASK: Create a DynamoDB table named 'user-sessions' with partition key"
✗ deepseek-r1-distill-qwen-1.5b 4.1s ''
~ qwen2.5-coder-1.5b-instruct 2.6s 'aws dynamodb create-table --table-name user-sessions --attribute-defin'
~ qwen2.5-coder-3b-instruct 3.6s 'aws dynamodb create-table --table-name user-sessions --key-schema Attr'
~ smollm2-1.7b-instruct 1.7s 'aws s3 mb s3://session-exports/'
~ smollm2-135m-instruct 0.9s "aws s3 create-table --bucket=session-exports --key='S' --format=json -"
✗ smollm-1.7b-instruct-v0.2 4.0s "To complete the task, you need to create a DynamoDB table named 'user-"
✗ smollm-360m-instruct 1.6s "To create the DynamoDB table 'user-sessions' and S3 bucket 'session-ex"
~ qwen/qwen3-4b-2507 10.5s 'aws dynamodb create-table --table-name user-sessions --attribute-defin'
~ smollm-360m-instruct-v0.2 2.1s 'aws s3 ls --recurse-objects --filter \'{"name": "user_id"}\' --limit 100'
~ smollm2-360m-instruct 1.3s 'aws s3 cp /path/to/user-sessions/* /path/to/session-exports/'
[14/27] tier=intermediate source=multi_step_continuation task_id=11
expected: 'aws s3api put-object --bucket data-pipeline --key test.txt --content-type text/plain'
✗ smollm2-360m 2.0s "TASK: Create an S3 bucket named 'data-pipeline' and upload a file to i"
✗ deepseek-r1-distill-qwen-1.5b 4.0s ''
~ qwen2.5-coder-1.5b-instruct 2.3s 'aws s3 cp /path/to/your/file.txt s3://data-pipeline/data-pipeline.txt'
~ qwen2.5-coder-3b-instruct 2.9s 'aws s3 cp /path/to/your/file s3://data-pipeline/'
~ smollm2-1.7b-instruct 2.2s 'aws s3 cp /home/user/data.txt s3://data-pipeline/data.txt'
✗ smollm2-135m-instruct 0.9s "Here's the next step in your task:\n\n2. 'aws s3api create-bucket --buck"
✗ smollm-1.7b-instruct-v0.2 4.2s "Step 2: Create an S3 bucket named 'data-pipeline' and upload a file to"
~ smollm-360m-instruct 1.9s 'aws s3 create-bucket --bucket=data-pipeline'
~ qwen/qwen3-4b-2507 9.8s 'aws s3 cp ./sample-data.txt s3://data-pipeline/ --region us-east-1'
~ smollm-360m-instruct-v0.2 2.2s 'aws s3 api create-bucket --bucket data-pipeline'
~ smollm2-360m-instruct 1.4s 'aws s3api put-object --bucket data-pipeline --key my_file.txt --conten'
[15/27] tier=beginner source=success_first_step task_id=56
expected: 'aws ssm put-parameter --name /config/app/database-url --type String --value mysql://localh'
✗ smollm2-360m 1.6s "TASK: Create an SSM parameter named '/config/app/database-url' of type"
✗ deepseek-r1-distill-qwen-1.5b 4.0s ''
~ qwen2.5-coder-1.5b-instruct 2.4s 'aws ssm put-parameter --name /config/app/database-url --type String --'
~ qwen2.5-coder-3b-instruct 3.0s 'aws ssm put-parameter --name /config/app/database-url --value mysql://'
✗ smollm2-1.7b-instruct 2.2s "'aws ssm param create --name /config/app/database-url --type String --"
~ smollm2-135m-instruct 1.0s "aws ssm create-parameter --config '/config/app/database-url' --param '"
~ smollm-1.7b-instruct-v0.2 3.5s 'aws ssm create-parameter --name=/config/app/database-url --type=string'
~ smollm-360m-instruct 1.7s 'aws sms send -c my_app -p my_username -p my_password -s /config/app/da'
~ qwen/qwen3-4b-2507 10.8s 'aws ssm put-parameter --name "/config/app/database-url" --type String '
~ smollm-360m-instruct-v0.2 2.5s 'aws s3 ls --format=csv --output-file=mydb.csv'
~ smollm2-360m-instruct 1.0s "aws ssm revoke --service-name 'mydb' --parameter-name '/config/app/dat"
[16/27] tier=intermediate source=multi_step_continuation task_id=74
expected: 'aws rds create-db-instance --db-instance-identifier app-database --engine mysql --db-insta'
✗ smollm2-360m 1.8s "TASK: Create a secret in Secrets Manager named 'rds-master-password' w"
✗ deepseek-r1-distill-qwen-1.5b 4.0s ''
~ qwen2.5-coder-1.5b-instruct 3.4s 'aws rds create-db-instance --engine mysql --db-instance-class db.t3.mi'
~ qwen2.5-coder-3b-instruct 4.4s 'aws rds create-db-instance \\'
~ smollm2-1.7b-instruct 2.5s 'aws s3 cp /var/lib/rancher/secretsmanager/rds-master-password aws:secr'
~ smollm2-135m-instruct 0.8s 'aws secretsmanager create-secret --name rds-master-password --secret-s'
✗ smollm-1.7b-instruct-v0.2 4.4s "Step 2: Create an RDS DB instance named 'app-database' with engine mys"
✗ smollm-360m-instruct 1.7s 'To achieve this, you can use the following steps:\n\n1. Create a secret '
~ qwen/qwen3-4b-2507 12.5s 'aws rds create-db-instance --db-instance-identifier app-database --db-'
✗ smollm-360m-instruct-v0.2 2.0s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef create"
~ smollm2-360m-instruct 1.0s 'aws secretsmanager create-secret --name rds-master-password --secret-s'
[17/27] tier=warmup source=failure_recovery task_id=1
expected: 'aws ec2 describe-instances'
✗ smollm2-360m 1.7s 'TASK: Describe all EC2 instances in the environment.\n\nStep: 2\nLast com'
✗ deepseek-r1-distill-qwen-1.5b 4.4s ''
✓ qwen2.5-coder-1.5b-instruct 2.2s 'aws ec2 describe-instances'
✓ qwen2.5-coder-3b-instruct 2.9s 'aws ec2 describe-instances'
✗ smollm2-1.7b-instruct 1.8s "'aws ec2 describe-instances'"
✗ smollm2-135m-instruct 0.8s "$ aws ec2 list-instances --query=count | grep -v '^[a-zA-Z]+' | where "
✗ smollm-1.7b-instruct-v0.2 3.1s 'Step 2:\nLast command output: \'\'\nLast error: "aws: error: argument oper'
~ smollm-360m-instruct 1.8s 'aws ec2 ls --format=json --tags=aws_instance_type --tags=aws_instance_'
✓ qwen/qwen3-4b-2507 9.8s 'aws ec2 describe-instances'
~ smollm-360m-instruct-v0.2 2.4s 'aws ec2 list-instances --list-instances'
✗ smollm2-360m-instruct 0.7s "'aws ec2 describe-instances'"
[18/27] tier=beginner source=failure_recovery task_id=54
expected: 'aws efs create-file-system --creation-token shared-storage'
✗ smollm2-360m 1.8s "TASK: Create an EFS file system with a creation token of 'shared-stora"
✗ deepseek-r1-distill-qwen-1.5b 4.0s ''
✓ qwen2.5-coder-1.5b-instruct 2.2s 'aws efs create-file-system --creation-token shared-storage'
✓ qwen2.5-coder-3b-instruct 2.8s 'aws efs create-file-system --creation-token shared-storage'
~ smollm2-1.7b-instruct 1.8s "aws efs create-file-system --creation-token 'shared-storage'"
✗ smollm2-135m-instruct 1.1s '$ aws efs create-file-system shared_storage\nCreating EFS file system w'
✗ smollm-1.7b-instruct-v0.2 4.1s "Step 2: Create an EFS file system with a creation token of 'shared-sto"
✗ smollm-360m-instruct 1.7s 'To achieve this, you can use the following commands in a single comman'
✓ qwen/qwen3-4b-2507 9.7s 'aws efs create-file-system --creation-token shared-storage'
~ smollm-360m-instruct-v0.2 2.2s 'aws efs create-file-system --creation-token=shared-storage --file-syst'
~ smollm2-360m-instruct 1.6s 'aws ec2 create-volume --volume-name shared-storage --size 5 --availabi'
[19/27] tier=intermediate source=success_first_step task_id=78
expected: 'aws ec2 create-volume --size 20 --availability-zone us-east-1a --volume-type gp3 --tag-spe'
✗ smollm2-360m 1.6s 'TASK: Create an EBS volume of 20 GiB in availability zone us-east-1a w'
✗ deepseek-r1-distill-qwen-1.5b 3.8s ''
✗ qwen2.5-coder-1.5b-instruct 2.6s ''
~ qwen2.5-coder-3b-instruct 2.8s 'aws ec2 create-volume --availability-zone us-east-1a --size 20 --volum'
~ smollm2-1.7b-instruct 2.4s 'aws ec2 start-instances --instance-ids i-0123456789abcdef0 --instance-'
~ smollm2-135m-instruct 1.1s 'aws s3 ls -l | grep "gp3" | awk \'{print $1}\' > /path/to/output-file.tx'
✗ smollm-1.7b-instruct-v0.2 3.4s 'TASK: Create an EBS volume of 20 GiB in availability zone us-east-1a w'
~ smollm-360m-instruct 1.8s 'aws ec2 describe-volume --tags=name=data-volume --tags-type=gp3 --tags'
~ qwen/qwen3-4b-2507 9.9s 'aws ec2 create-volume --availability-zone us-east-1a --size 20 --volum'
~ smollm-360m-instruct-v0.2 2.2s 'aws s3 ls --format=json --include-metadata --exclude-tags=data-volume '
✗ smollm2-360m-instruct 0.9s "'aws ec2 create-volume --output volume-name --zone us-east-1a --type g"
[20/27] tier=intermediate source=verification task_id=85
expected: 'aws dynamodb scan --table-name products'
✗ smollm2-360m 1.6s "TASK: Create a DynamoDB table named 'products' with partition key 'pro"
✗ deepseek-r1-distill-qwen-1.5b 4.0s ''
~ qwen2.5-coder-1.5b-instruct 2.5s 'aws dynamodb put-item --table-name products --item \'{"product_id":{"S"'
~ qwen2.5-coder-3b-instruct 3.2s 'aws dynamodb get-item --table-name products --key \'{"product_id": {"S"'
~ smollm2-1.7b-instruct 3.3s 'aws dynamodb create-item --table-name products --attribute-definitions'
~ smollm2-135m-instruct 1.2s 'aws dynamodb create-table products --table-name products --key-schema '
✗ smollm-1.7b-instruct-v0.2 4.5s 'Step 2: aws dynamodb put-item --table-name products --item \'{"product_'
~ smollm-360m-instruct 2.0s 'aws dynamodb create-table --table-name products --key-schema Attribute'
~ qwen/qwen3-4b-2507 11.4s 'aws dynamodb create-table --table-name products --key-schema Attribute'
✗ smollm-360m-instruct-v0.2 2.1s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef create"
~ smollm2-360m-instruct 1.5s "aws s3 cp 'https://s3.amazonaws.com/products-bucket/P001.zip' S3://pro"
[21/27] tier=intermediate source=verification task_id=67
expected: 'aws s3api head-bucket --bucket session-exports'
✗ smollm2-360m 1.7s "TASK: Create a DynamoDB table named 'user-sessions' with partition key"
✗ deepseek-r1-distill-qwen-1.5b 4.5s ''
~ qwen2.5-coder-1.5b-instruct 2.5s 'aws dynamodb put-item --table-name user-sessions --item \'{"session_id"'
~ qwen2.5-coder-3b-instruct 3.1s 'aws dynamodb describe-table --table-name user-sessions'
~ smollm2-1.7b-instruct 2.1s 'aws s3api put-bucket-versioning --bucket session-exports --versioning-'
✗ smollm2-135m-instruct 1.1s "Here's the next step:\n\n1. Create a DynamoDB table named 'user-sessions"
~ smollm-1.7b-instruct-v0.2 4.0s 'aws dynamodb create-table --table-name user-sessions --key-schema Attr'
~ smollm-360m-instruct 1.7s 'aws s3 create-table --table-name user-sessions --key-schema AttributeN'
~ qwen/qwen3-4b-2507 10.1s 'aws s3api create-bucket --bucket session-exports --create-bucket-confi'
✗ smollm-360m-instruct-v0.2 2.2s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef send_c"
~ smollm2-360m-instruct 0.8s 'aws s3api create-bucket --bucket session-exports'
[22/27] tier=intermediate source=hint_usage task_id=13
expected: 'aws help --task-hint'
✗ smollm2-360m 1.6s "TASK: Create an SNS topic named 'alerts', then create an SQS queue nam"
✗ deepseek-r1-distill-qwen-1.5b 3.8s ''
~ qwen2.5-coder-1.5b-instruct 1.9s 'aws sns create-topic --name alerts'
~ qwen2.5-coder-3b-instruct 2.5s 'aws sns create-topic --name alerts'
~ smollm2-1.7b-instruct 1.7s 'aws sns create-topic --name alerts'
~ smollm2-135m-instruct 1.2s 'aws s3 ls -l /path/to/s3-bucket/sns --queue alert-inbox'
~ smollm-1.7b-instruct-v0.2 4.1s 'aws s3 ls --bucket=my-bucket --prefix=my-folder/ --recurse --output-fo'
✗ smollm-360m-instruct 1.8s "To create an SNS topic named 'alerts' and a SQS queue named 'alert-inb"
~ qwen/qwen3-4b-2507 10.3s 'aws sns create-topic --name alerts'
~ smollm-360m-instruct-v0.2 2.5s 'aws s3 ls --format=json --pretty=indent --limit=1000000 --recurse-subs'
~ smollm2-360m-instruct 1.5s 'aws s3 put-object --bucket my-bucket-name --key my-key-name --content-'
[23/27] tier=intermediate source=verification task_id=86
expected: 'aws iam list-attached-role-policies --role-name firehose-delivery-role'
✗ smollm2-360m 1.8s "TASK: Create an IAM role named 'firehose-delivery-role' with an assume"
✗ deepseek-r1-distill-qwen-1.5b 4.2s ''
~ qwen2.5-coder-1.5b-instruct 3.2s 'aws iam create-role --role-name firehose-delivery-role --assume-role-p'
~ qwen2.5-coder-3b-instruct 4.1s 'aws iam attach-role-policy --role-name firehose-delivery-role --policy'
~ smollm2-1.7b-instruct 2.9s 'aws iam attach-role-policy --role-name firehose-delivery-role --policy'
✗ smollm2-135m-instruct 1.4s 'AWS CLI commands are sent to the console in a specific order, starting'
✗ smollm-1.7b-instruct-v0.2 4.1s "Step 1: Create an IAM role named 'firehose-delivery-role' with an assu"
~ smollm-360m-instruct 1.7s 'aws iam create-role --role-namefirehose-delivery-role --assume-role-po'
~ qwen/qwen3-4b-2507 11.7s 'aws iam attach-role-policy --role-name firehose-delivery-role --policy'
~ smollm-360m-instruct-v0.2 2.5s 'aws iam create-role --role-namefirehose-delivery-role --assume-role-po'
~ smollm2-360m-instruct 1.1s 'aws iam attach-role-policy --role-name firehose-delivery-role --policy'
[24/27] tier=intermediate source=failure_recovery task_id=82
expected: 'aws apigatewayv2 create-api --name products-api --protocol-type HTTP'
✗ smollm2-360m 1.6s "TASK: Create an HTTP API in API Gateway V2 named 'products-api' with p"
✗ deepseek-r1-distill-qwen-1.5b 3.7s ''
~ qwen2.5-coder-1.5b-instruct 2.3s 'aws apigwv2 create-route --api-id <API_ID> --route-key GET /products -'
~ qwen2.5-coder-3b-instruct 2.7s 'aws apigwv2 create-route --api-id <API_ID> --route-key GET /products'
~ smollm2-1.7b-instruct 1.9s 'aws apigateway v2 put-route-item --apigw-id products-api --route-key G'
~ smollm2-135m-instruct 1.2s 'aws apigwv2 create-api --name products-api --protocol-type HTTP /produ'
✗ smollm-1.7b-instruct-v0.2 2.7s "Step 2: Create an HTTP API in API Gateway V2 named 'products-api' with"
✗ smollm-360m-instruct 1.6s 'To create the API gateway, you need to define a route that routes to t'
~ qwen/qwen3-4b-2507 9.9s 'aws apigwv2 create-route --api-id d1a2b3c4e5f6g7h8i9j0k1l2 --route-key'
✗ smollm-360m-instruct-v0.2 1.8s 'Step 1: Last command output: \'\'\nStep 2: Last error: "aws: error: argum'
~ smollm2-360m-instruct 0.8s 'aws apigwv2 create-api --name products-api --protocol-type HTTP'
[25/27] tier=warmup source=failure_recovery task_id=32
expected: 'aws athena list-named-queries'
✗ smollm2-360m 1.5s 'TASK: List all Athena named queries in the environment.\n\nStep: 2\nLast '
✗ deepseek-r1-distill-qwen-1.5b 3.9s ''
✓ qwen2.5-coder-1.5b-instruct 1.9s 'aws athena list-named-queries'
✓ qwen2.5-coder-3b-instruct 2.5s 'aws athena list-named-queries'
✓ smollm2-1.7b-instruct 1.7s 'aws athena list-named-queries'
✗ smollm2-135m-instruct 1.2s "Here's the next step in your task:\n\n2. 'aws athena list-named-queries'"
✗ smollm-1.7b-instruct-v0.2 3.0s "Step 2:\nLast command output: ''\nLast error: 'aws: error: unknown optio"
~ smollm-360m-instruct 1.6s 'aws athena list-named-queries --foo bar'
✓ qwen/qwen3-4b-2507 9.5s 'aws athena list-named-queries'
✗ smollm-360m-instruct-v0.2 2.1s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef send_c"
✗ smollm2-360m-instruct 0.8s "'aws athena list-named-queries --foo bar'"
[26/27] tier=intermediate source=failure_recovery task_id=76
expected: 'aws cognito-idp create-user-pool --pool-name app-users'
✗ smollm2-360m 1.6s "TASK: Create a Cognito user pool named 'app-users', then create a user"
✗ deepseek-r1-distill-qwen-1.5b 4.0s ''
✓ qwen2.5-coder-1.5b-instruct 2.5s 'aws cognito-idp create-user-pool --pool-name app-users'
~ qwen2.5-coder-3b-instruct 3.4s 'aws cognito-idp create-user-pool-client --user-pool-id <user_pool_id> '
✓ smollm2-1.7b-instruct 2.2s 'aws cognito-idp create-user-pool --pool-name app-users'
✗ smollm2-135m-instruct 2.1s "Here's the next step in creating a Cognito user pool and client using "
~ smollm-1.7b-instruct-v0.2 4.4s 'aws cognito-idp create-user-pool --name app-users'
~ smollm-360m-instruct 1.8s 'aws cognito-idp create-user-pool --pool-name=app-users'
✓ qwen/qwen3-4b-2507 11.2s 'aws cognito-idp create-user-pool --pool-name app-users'
✗ smollm-360m-instruct-v0.2 2.4s "Step: 2\nLast command output: ''\nLast error: 'aws: error: the following"
✗ smollm2-360m-instruct 1.0s "'aws cognito-idp create-user-pool --pool-name app-users'"
[27/27] tier=intermediate source=failure_recovery task_id=74
expected: 'aws rds create-db-instance --db-instance-identifier app-database --engine mysql --db-insta'
✗ smollm2-360m 2.3s "TASK: Create a secret in Secrets Manager named 'rds-master-password' w"
✗ deepseek-r1-distill-qwen-1.5b 6.5s ''
~ qwen2.5-coder-1.5b-instruct 3.7s 'aws secretsmanager put-secret-value --secret-id rds-master-password --'
✓ qwen2.5-coder-3b-instruct 4.8s 'aws rds create-db-instance --db-instance-identifier app-database --eng'
~ smollm2-1.7b-instruct 2.8s 'aws secretsmanager get-secret-value --secret-id rds-master-password'
✗ smollm2-135m-instruct 1.6s "Here's the updated task:\n\n1. Create a secret in Secrets Manager named "
✗ smollm-1.7b-instruct-v0.2 6.4s 'To complete the task, you need to follow these steps:\n\n1. Create a sec'
✗ smollm-360m-instruct 2.5s 'To achieve this, you can use the following steps:\n\n1. Create a Secret '
~ qwen/qwen3-4b-2507 13.7s 'aws secretsmanager create-secret --name rds-master-password --secret-s'
✗ smollm-360m-instruct-v0.2 3.1s "Here's how you can implement this:\n\n```python\nimport boto3\n\ndef create"
~ smollm2-360m-instruct 1.4s 'aws secretsmanager create-secret --name rds-master-password --secret-s'
==============================================================================================================
Model n errs fmt% +xtr% exact% svc% op% lat len
--------------------------------------------------------------------------------------------------------------
qwen2.5-coder-3b-instruct 27 0 85% 100% 41% 70% 63% 3.1s 86
qwen/qwen3-4b-2507 27 0 100% 100% 33% 74% 59% 10.4s 108
qwen2.5-coder-1.5b-instruct 27 0 81% 85% 22% 48% 44% 2.5s 110
smollm2-1.7b-instruct 27 0 63% 63% 7% 63% 37% 2.1s 87
smollm-360m-instruct 27 0 0% 63% 0% 26% 7% 1.7s 402
smollm2-135m-instruct 27 0 0% 59% 0% 15% 7% 1.1s 337
smollm-360m-instruct-v0.2 27 0 0% 56% 0% 15% 7% 2.2s 364
smollm2-360m-instruct 27 0 52% 52% 0% 48% 33% 1.0s 137
smollm-1.7b-instruct-v0.2 27 0 0% 37% 0% 15% 11% 3.9s 342
smollm2-360m 27 0 0% 0% 0% 0% 0% 1.7s 390
deepseek-r1-distill-qwen-1.5b 27 0 0% 0% 0% 0% 0% 4.1s 0
==============================================================================================================
Column legend:
fmt% — raw output starts with 'aws ' (no preamble, no fences)
+xtr% — starts with 'aws ' after stripping fences/prose
exact% — extracted command matches canonical exactly
svc% — same AWS service (e.g. s3, dynamodb)
op% — same operation (e.g. create-bucket)
lat — mean seconds per call | len — mean raw chars
Full results saved to data/sft/model_eval_full.json
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