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Using the numbers 99, 83, 4, 15, 38, 56, create an expression that equals 666. You may use +, -, *, / and each number at most once.
{"numbers": [99, 83, 4, 15, 38, 56], "target": 666, "operators_used": ["-", "/", "+", "*", "-"], "expression": "99 - 83 / 4 + 15 * 38 - 56"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 99, 83, 4, 15, 38, 56, create a...
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
[ 134, 134, 134 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
iterative
Using the numbers 74, 74, 61, 32, 31, 53, create an expression that equals 159. You may use +, -, *, / and each number at most once.
{"numbers": [74, 74, 61, 32, 31, 53], "target": 159, "operators_used": ["-", "+", "+", "/", "*"], "expression": "74 - 74 + 61 + 32 / 31 * 53"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 74, 74, 61, 32, 31, 53, create ...
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
[ 134, 134, 134 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
iterative
Using the numbers 25, 69, 3, 18, 55, 1, create an expression that equals 612. You may use +, -, *, / and each number at most once.
{"numbers": [25, 69, 3, 18, 55, 1], "target": 612, "operators_used": ["*", "/", "-", "+", "/"], "expression": "25 * 69 / 3 - 18 + 55 / 1"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 25, 69, 3, 18, 55, 1, create an...
[ [ "", "" ], [ "", "Alright, let's try again carefully.\n\nWe are given the numbers: \n**25, 69, 3, 18, 55, 1** \nWe must use **each number at most once**, and we can use **+, −, ×, ÷** to form an expression that equals **612**.\n\nOur goal: \nFind a combination of these numbers (each used at ...
[ 134, 1958, 134 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "Alright, let's try again carefully.\n\nWe are given the numbers: \n**25, 69, 3, 18, 55, 1** \nWe must use **each number at most once**, and we can use **+, −, ×, ÷** to form an expression that equals **612**.\n\nOur goal: \nFind a combination of these numbers (each used at ...
iterative
Using the numbers 43, 1, 17, 82, 34, 21, create an expression that equals 868. You may use +, -, *, / and each number at most once.
{"numbers": [43, 1, 17, 82, 34, 21], "target": 868, "operators_used": ["/", "*", "+", "+", "+"], "expression": "43 / 1 * 17 + 82 + 34 + 21"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 43, 1, 17, 82, 34, 21, create a...
[ [ "We are given the numbers: \n**43, 1, 17, 82, 34, 21** \nWe need to create an expression that equals **868**, using each number **at most once**, and using only the operations: **+**, **−**, **\\***, **/**.\n\n---\n\n### Step 1: Understand the target\nTarget: **868**\n\nWe need to combine these numbers usin...
[ 6928, 134, 6156 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "We are given the numbers: \n**43, 1, 17, 82, 34, 21** \nWe need to create an expression that equals **868**, using each number **at most once**, and using only the operations: **+**, **−**, **\\***, **/**.\n\n---\n\n### Step 1: Understand the target\nTarget: **868**\n\nWe need to combine these numbers usin...
iterative
Using the numbers 95, 43, 53, 86, 58, 32, create an expression that equals 103. You may use +, -, *, / and each number at most once.
{"numbers": [95, 43, 53, 86, 58, 32], "target": 103, "operators_used": ["*", "-", "+", "/", "+"], "expression": "95 * 43 - 53 + 86 / 58 + 32"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 95, 43, 53, 86, 58, 32, create ...
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
[ 134, 134, 134 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
iterative
Using the numbers 87, 74, 76, 3, 17, 1, create an expression that equals 383. You may use +, -, *, / and each number at most once.
{"numbers": [87, 74, 76, 3, 17, 1], "target": 383, "operators_used": ["*", "+", "-", "/", "/"], "expression": "87 * 74 + 76 - 3 / 17 / 1"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 87, 74, 76, 3, 17, 1, create an...
[ [ "We are given the numbers: \n**87, 74, 76, 3, 17, 1** \nWe need to create an expression using **each number at most once**, and using only the operations **+**, **−**, **\\***, **/** to get a result of **383**.\n\n---\n\n### Step 1: Understand the target\nWe want to reach **383**. Let's first check the sum ...
[ 4698, 3868, 3443 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "We are given the numbers: \n**87, 74, 76, 3, 17, 1** \nWe need to create an expression using **each number at most once**, and using only the operations **+**, **−**, **\\***, **/** to get a result of **383**.\n\n---\n\n### Step 1: Understand the target\nWe want to reach **383**. Let's first check the sum ...
iterative
Using the numbers 89, 1, 84, 42, 43, 87, create an expression that equals 308. You may use +, -, *, / and each number at most once.
{"numbers": [89, 1, 84, 42, 43, 87], "target": 308, "operators_used": ["/", "*", "/", "+", "+"], "expression": "89 / 1 * 84 / 42 + 43 + 87"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 89, 1, 84, 42, 43, 87, create a...
[ [ "", "" ], [ "", "" ], [ "We are given the numbers: \n**89, 1, 84, 42, 43, 87** \nWe need to form an expression that equals **308**, using each number **at most once**, and using only the operations: **+**, **−**, **\\***, **/**.\n\n---\n\n### Step 1: Estimate total sum\nLet’s first c...
[ 134, 134, 3028 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "" ], [ "We are given the numbers: \n**89, 1, 84, 42, 43, 87** \nWe need to form an expression that equals **308**, using each number **at most once**, and using only the operations: **+**, **−**, **\\***, **/**.\n\n---\n\n### Step 1: Estimate total sum\nLet’s first c...
iterative
Using the numbers 19, 1, 29, 87, 8, 87, create an expression that equals 145. You may use +, -, *, / and each number at most once.
{"numbers": [19, 1, 29, 87, 8, 87], "target": 145, "operators_used": ["/", "*", "-", "/", "+"], "expression": "19 / 1 * 29 - 87 / 8 + 87"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 19, 1, 29, 87, 8, 87, create an...
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
[ 134, 134, 134 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
iterative
Using the numbers 75, 49, 1, 48, 14, 87, create an expression that equals 949. You may use +, -, *, / and each number at most once.
{"numbers": [75, 49, 1, 48, 14, 87], "target": 949, "operators_used": ["-", "/", "+", "*", "-"], "expression": "75 - 49 / 1 + 48 * 14 - 87"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 75, 49, 1, 48, 14, 87, create a...
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
[ 134, 134, 134 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
iterative
Using the numbers 84, 53, 21, 18, 6, 5, create an expression that equals 231. You may use +, -, *, / and each number at most once.
{"numbers": [84, 53, 21, 18, 6, 5], "target": 231, "operators_used": ["*", "/", "+", "+", "-"], "expression": "84 * 53 / 21 + 18 + 6 - 5"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 84, 53, 21, 18, 6, 5, create an...
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
[ 134, 134, 134 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "", "" ], [ "", "" ], [ "", "" ] ]
iterative
Using the numbers 15, 96, 9, 21, 58, 100, create an expression that equals 111. You may use +, -, *, / and each number at most once.
{"numbers": [15, 96, 9, 21, 58, 100], "target": 111, "operators_used": ["*", "+", "/", "-", "+"], "expression": "15 * 96 + 9 / 21 - 58 + 100"}
countdown
[ { "content": "You are a helpful assistant that solves math problems by reasoning step-by-step. Show your work clearly and provide complete solutions. When you have a final answer, wrap it in <answer></answer> tags.", "role": "system" }, { "content": "Using the numbers 15, 96, 9, 21, 58, 100, create ...
[ [ "We are given the numbers: \n**15, 96, 9, 21, 58, 100** \nWe need to create an expression that equals **111**, using each number **at most once**, and using only the operations: **+**, **−**, **\\***, **/**.\n\n---\n\nLet’s look for combinations that get us close to 111.\n\n### Step 1: Try to estimate\n111 ...
[ 7259, 4564, 2309 ]
[ 2, 2, 2 ]
[ [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ], [ "This is actually wrong, try again.", "This is actually wrong, try again." ] ]
[ [ "We are given the numbers: \n**15, 96, 9, 21, 58, 100** \nWe need to create an expression that equals **111**, using each number **at most once**, and using only the operations: **+**, **−**, **\\***, **/**.\n\n---\n\nLet’s look for combinations that get us close to 111.\n\n### Step 1: Try to estimate\n111 ...
iterative
End of preview. Expand in Data Studio

TIW-qwen3-4B-Instruct-2507-cd5arg-iterative-FAILED

Countdown reasoning with iterative strategy to 16384 tokens

Dataset Info

  • Rows: 100
  • Columns: 10

Columns

Column Type Description
question Value('string') The countdown problem statement
metadata Value('string') JSON with target number, available numbers, and solution
task_source Value('string') Task type identifier (countdown)
formatted_prompt List({'content': Value('string'), 'role': Value('string')}) Initial prompt messages sent to the model
responses_by_sample List(List(Value('string'))) Full model response [sample_idx][round_idx] = response string
tokens_by_sample List(Value('int64')) Total token count for each sample (based on continuation_text)
num_rounds_by_sample List(Value('int64')) Number of continuation rounds for each sample
continuation_prompts_by_sample List(List(Value('string'))) Continuation prompts used [sample_idx][round_idx] = prompt string
continuation_text_by_sample List(List(Value('string'))) Truncated text used for continuation [sample_idx][round_idx]. For budget_forcing: truncated at first tag. For other strategies: same as responses_by_sample.
strategy_type Value('string') Prompting strategy: 'iterative', 'budget_forcing', or 'random_noise'

Generation Parameters

{
  "script_name": "stage_01_generate_reasoning.py",
  "model": "hosted_vllm/Qwen/Qwen3-4B-Instruct-2507<api_base>http://10.32.36.204:10080/v1",
  "hyperparameters": {
    "temperature": 0.7,
    "max_tokens_per_round": 16384,
    "target_total_tokens": 16384,
    "samples": 3,
    "strategy": "iterative"
  },
  "input_datasets": [],
  "description": "Countdown reasoning with iterative strategy to 16384 tokens",
  "experiment": "degen_test_1_countdown",
  "strategy": "iterative",
  "arg_count": 6,
  "seed": 42,
  "status": "failed",
  "failed_at": "2025-12-19T10:34:59.446421",
  "error": "litellm.Timeout: APITimeoutError - Request timed out. Error_str: Request timed out.",
  "traceback": "Traceback (most recent call last):\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_transports/default.py\", line 101, in map_httpcore_exceptions\n    yield\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_transports/default.py\", line 250, in handle_request\n    resp = self._pool.handle_request(req)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py\", line 256, in handle_request\n    raise exc from None\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py\", line 236, in handle_request\n    response = connection.handle_request(\n               ^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_sync/connection.py\", line 103, in handle_request\n    return self._connection.handle_request(request)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_sync/http11.py\", line 136, in handle_request\n    raise exc\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_sync/http11.py\", line 106, in handle_request\n    ) = self._receive_response_headers(**kwargs)\n        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_sync/http11.py\", line 177, in _receive_response_headers\n    event = self._receive_event(timeout=timeout)\n            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_sync/http11.py\", line 217, in _receive_event\n    data = self._network_stream.read(\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_backends/sync.py\", line 126, in read\n    with map_exceptions(exc_map):\n         ^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/contextlib.py\", line 158, in __exit__\n    self.gen.throw(value)\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpcore/_exceptions.py\", line 14, in map_exceptions\n    raise to_exc(exc) from exc\nhttpcore.ReadTimeout: timed out\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/openai/_base_client.py\", line 972, in request\n    response = self._client.send(\n               ^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_client.py\", line 914, in send\n    response = self._send_handling_auth(\n               ^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_client.py\", line 942, in _send_handling_auth\n    response = self._send_handling_redirects(\n               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_client.py\", line 979, in _send_handling_redirects\n    response = self._send_single_request(request)\n               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_client.py\", line 1014, in _send_single_request\n    response = transport.handle_request(request)\n               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_transports/default.py\", line 249, in handle_request\n    with map_httpcore_exceptions():\n         ^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/contextlib.py\", line 158, in __exit__\n    self.gen.throw(value)\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/httpx/_transports/default.py\", line 118, in map_httpcore_exceptions\n    raise mapped_exc(message) from exc\nhttpx.ReadTimeout: timed out\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/llms/openai/openai.py\", line 725, in completion\n    raise e\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/llms/openai/openai.py\", line 653, in completion\n    ) = self.make_sync_openai_chat_completion_request(\n        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/litellm_core_utils/logging_utils.py\", line 149, in sync_wrapper\n    result = func(*args, **kwargs)\n             ^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/llms/openai/openai.py\", line 471, in make_sync_openai_chat_completion_request\n    raise e\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/llms/openai/openai.py\", line 453, in make_sync_openai_chat_completion_request\n    raw_response = openai_client.chat.completions.with_raw_response.create(\n                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/openai/_legacy_response.py\", line 364, in wrapped\n    return cast(LegacyAPIResponse[R], func(*args, **kwargs))\n                                      ^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/openai/_utils/_utils.py\", line 287, in wrapper\n    return func(*args, **kwargs)\n           ^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/openai/resources/chat/completions/completions.py\", line 1087, in create\n    return self._post(\n           ^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/openai/_base_client.py\", line 1249, in post\n    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/openai/_base_client.py\", line 990, in request\n    raise APITimeoutError(request=request) from err\nopenai.APITimeoutError: Request timed out.\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/main.py\", line 1938, in completion\n    raise e\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/main.py\", line 1911, in completion\n    response = openai_chat_completions.completion(\n               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/llms/openai/openai.py\", line 736, in completion\n    raise OpenAIError(\nlitellm.llms.openai.common_utils.OpenAIError: Request timed out.\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/experiments/degen_test_1_countdown/stage_01_generate_reasoning.py\", line 866, in main\n    results = run_experiment(args)\n              ^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/experiments/degen_test_1_countdown/stage_01_generate_reasoning.py\", line 659, in run_experiment\n    results = run_iterative_annotation(\n              ^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/experiments/degen_test_1_countdown/stage_01_generate_reasoning.py\", line 349, in run_iterative_annotation\n    round_results = annotator(\n                    ^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/src/annotators/annotator.py\", line 1012, in annotator\n    completer = AnnotatorCompleter(\n                ^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/src/annotators/annotator.py\", line 744, in __init__\n    super().__init__(*args, **kwargs)\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/src/annotators/custom_curator/src/bespokelabs/curator/llm/llm.py\", line 137, in __init__\n    self._request_processor = _RequestProcessorFactory.create(\n                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/src/annotators/custom_curator/src/bespokelabs/curator/request_processor/_factory.py\", line 163, in create\n    return LiteLLMOnlineRequestProcessor(config)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/src/annotators/custom_curator/src/bespokelabs/curator/request_processor/online/litellm_online_request_processor.py\", line 52, in __init__\n    self.header_based_max_requests_per_minute, self.header_based_max_tokens_per_minute = self.get_header_based_rate_limits()\n                                                                                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/src/annotators/custom_curator/src/bespokelabs/curator/request_processor/online/litellm_online_request_processor.py\", line 221, in get_header_based_rate_limits\n    headers = self.test_call()\n              ^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/code/Reasoning-Horizons/src/annotators/custom_curator/src/bespokelabs/curator/request_processor/online/litellm_online_request_processor.py\", line 191, in test_call\n    completion = litellm.completion(\n                 ^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/utils.py\", line 1306, in wrapper\n    raise e\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/utils.py\", line 1181, in wrapper\n    result = original_function(*args, **kwargs)\n             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/main.py\", line 3370, in completion\n    raise exception_type(\n          ^^^^^^^^^^^^^^^\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/litellm_core_utils/exception_mapping_utils.py\", line 2293, in exception_type\n    raise e\n  File \"/scratch/zrs2020/miniconda/miniconda3/envs/reasoning_horizons/lib/python3.12/site-packages/litellm/litellm_core_utils/exception_mapping_utils.py\", line 279, in exception_type\n    raise Timeout(\nlitellm.exceptions.Timeout: litellm.Timeout: APITimeoutError - Request timed out. Error_str: Request timed out.\n"
}

Experiment Documentation

For complete experiment details, see https://github.com/TAUR-Lab/Reasoning-Horizons/tree/main/experiments/degen_test_1_countdown

Usage

from datasets import load_dataset

dataset = load_dataset("reasoning-degeneration-dev/TIW-qwen3-4B-Instruct-2507-cd5arg-iterative-FAILED", split="train")
print(f"Loaded {len(dataset)} rows")

This dataset is tracked in reasoning-degeneration-dev/PROJECT-MANIFEST

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