Instructions to use keepsloading/icml_repro_scratch with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use keepsloading/icml_repro_scratch with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="keepsloading/icml_repro_scratch")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("keepsloading/icml_repro_scratch")
model = AutoModelForCausalLM.from_pretrained("keepsloading/icml_repro_scratch", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use keepsloading/icml_repro_scratch with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "keepsloading/icml_repro_scratch"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "keepsloading/icml_repro_scratch",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/keepsloading/icml_repro_scratch

SGLang

How to use keepsloading/icml_repro_scratch with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "keepsloading/icml_repro_scratch" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "keepsloading/icml_repro_scratch",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "keepsloading/icml_repro_scratch" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "keepsloading/icml_repro_scratch",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use keepsloading/icml_repro_scratch with Docker Model Runner:
```
docker model run hf.co/keepsloading/icml_repro_scratch
```

icml_repro_scratch / outputs /eval /logs /vanilla /ruler_b.log

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	2026-07-18:14:27:53 WARNING [config.evaluate_config:281] --limit SHOULD ONLY BE USED FOR TESTING. REAL METRICS SHOULD NOT BE COMPUTED USING LIMIT.
	2026-07-18:14:27:57 INFO [_cli.run:376] Selected Tasks: ['niah_single_2', 'niah_multikey_1', 'niah_multikey_3', 'niah_multivalue', 'ruler_cwe', 'ruler_qa_squad']
	2026-07-18:14:27:58 INFO [evaluator:211] Setting random seed to 0 \| Setting numpy seed to 1234 \| Setting torch manual seed to 1234 \| Setting fewshot manual seed to 1234
	2026-07-18:14:27:58 INFO [evaluator:236] Initializing hf model, with arguments: {'pretrained': '/workspace', 'trust_remote_code': True, 'dtype': 'bfloat16', 'max_length': 16384, 'attn_implementation': 'sdpa'}
	2026-07-18:14:28:01 INFO [models.huggingface:161] Using device 'cuda:0'
	2026-07-18:14:28:02 INFO [models.huggingface:423] Model parallel was set to False, max memory was not set, and device map was set to {'': 'cuda:0'}
	2026-07-18:14:28:11 WARNING [api.task:856] niah_single_2: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
	For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
	2026-07-18:14:28:11 INFO [tasks.ruler.common_utils:26] Using tokenizer /workspace for synthetic tasks.

	Generating synthetic samples: essay \| 8192: 0%\| \| 0/500 [00:00<?, ?it/s][A
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	Generating synthetic samples: essay \| 8192: 67%\|██████▋ \| 336/500 [00:06<00:02, 56.01it/s][A
	Generating synthetic samples: essay \| 8192: 79%\|███████▊ \| 393/500 [00:07<00:01, 56.14it/s][A
	Generating synthetic samples: essay \| 8192: 90%\|█████████ \| 451/500 [00:08<00:00, 56.69it/s][A Generating synthetic samples: essay \| 8192: 100%\|██████████\| 500/500 [00:08<00:00, 56.06it/s]
	2026-07-18:14:28:21 WARNING [api.task:856] niah_multikey_1: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
	For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.

	Generating synthetic samples: essay \| 8192: 0%\| \| 0/500 [00:00<?, ?it/s][A
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	Generating synthetic samples: essay \| 8192: 57%\|█████▋ \| 286/500 [00:05<00:03, 56.62it/s][A
	Generating synthetic samples: essay \| 8192: 69%\|██████▊ \| 343/500 [00:06<00:02, 56.62it/s][A
	Generating synthetic samples: essay \| 8192: 80%\|████████ \| 401/500 [00:07<00:01, 56.83it/s][A
	Generating synthetic samples: essay \| 8192: 92%\|█████████▏\| 458/500 [00:08<00:00, 56.87it/s][A Generating synthetic samples: essay \| 8192: 100%\|██████████\| 500/500 [00:08<00:00, 56.67it/s]
	2026-07-18:14:28:30 WARNING [api.task:856] niah_multikey_3: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
	For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.

	Generating synthetic samples: needle \| 8192: 0%\| \| 0/500 [00:00<?, ?it/s][A
	Generating synthetic samples: needle \| 8192: 17%\|█▋ \| 86/500 [00:01<00:04, 85.44it/s][A
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	Generating synthetic samples: needle \| 8192: 51%\|█████▏ \| 257/500 [00:03<00:02, 84.13it/s][A
	Generating synthetic samples: needle \| 8192: 68%\|██████▊ \| 342/500 [00:04<00:01, 84.15it/s][A
	Generating synthetic samples: needle \| 8192: 85%\|████████▌ \| 427/500 [00:05<00:00, 84.27it/s][A Generating synthetic samples: needle \| 8192: 100%\|██████████\| 500/500 [00:05<00:00, 84.24it/s]
	2026-07-18:14:28:36 WARNING [api.task:856] niah_multivalue: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
	For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.

	Generating synthetic samples: essay \| 8192: 0%\| \| 0/500 [00:00<?, ?it/s][A
	Generating synthetic samples: essay \| 8192: 11%\|█ \| 56/500 [00:01<00:08, 55.48it/s][A
	Generating synthetic samples: essay \| 8192: 22%\|██▏ \| 112/500 [00:02<00:06, 55.61it/s][A
	Generating synthetic samples: essay \| 8192: 34%\|███▎ \| 168/500 [00:03<00:05, 55.76it/s][A
	Generating synthetic samples: essay \| 8192: 45%\|████▍ \| 224/500 [00:04<00:04, 55.65it/s][A
	Generating synthetic samples: essay \| 8192: 56%\|█████▌ \| 281/500 [00:05<00:03, 55.80it/s][A
	Generating synthetic samples: essay \| 8192: 67%\|██████▋ \| 337/500 [00:06<00:02, 55.50it/s][A
	Generating synthetic samples: essay \| 8192: 79%\|███████▊ \| 393/500 [00:07<00:01, 54.81it/s][A
	Generating synthetic samples: essay \| 8192: 90%\|████████▉ \| 449/500 [00:08<00:00, 55.00it/s][A Generating synthetic samples: essay \| 8192: 100%\|██████████\| 500/500 [00:09<00:00, 55.37it/s]
	2026-07-18:14:28:46 WARNING [api.task:856] ruler_cwe: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
	For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
	2026-07-18:14:28:46 INFO [tasks.ruler.common_utils:26] Using tokenizer /workspace for synthetic tasks.

	Generating CWE Samples \| 8192: 0%\| \| 0/500 [00:00<?, ?it/s][A
	Generating CWE Samples \| 8192: 16%\|█▌ \| 81/500 [00:01<00:05, 80.93it/s][A
	Generating CWE Samples \| 8192: 32%\|███▏ \| 162/500 [00:02<00:04, 80.08it/s][A
	Generating CWE Samples \| 8192: 49%\|████▉ \| 244/500 [00:03<00:03, 80.92it/s][A
	Generating CWE Samples \| 8192: 65%\|██████▌ \| 325/500 [00:04<00:02, 80.85it/s][A
	Generating CWE Samples \| 8192: 81%\|████████ \| 406/500 [00:05<00:01, 80.87it/s][A
	Generating CWE Samples \| 8192: 97%\|█████████▋\| 487/500 [00:06<00:00, 79.18it/s][A Generating CWE Samples \| 8192: 100%\|██████████\| 500/500 [00:06<00:00, 79.83it/s]
	2026-07-18:14:28:53 WARNING [api.task:856] ruler_qa_squad: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
	For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.

	Generating QA Samples \| 8192: 0%\| \| 0/500 [00:00<?, ?it/s][A
	Generating QA Samples \| 8192: 8%\|▊ \| 40/500 [00:01<00:11, 39.67it/s][A
	Generating QA Samples \| 8192: 16%\|█▌ \| 81/500 [00:02<00:10, 40.20it/s][A
	Generating QA Samples \| 8192: 25%\|██▌ \| 126/500 [00:03<00:08, 42.03it/s][A
	Generating QA Samples \| 8192: 34%\|███▍ \| 172/500 [00:04<00:07, 43.49it/s][A
	Generating QA Samples \| 8192: 44%\|████▍ \| 220/500 [00:05<00:06, 44.88it/s][A
	Generating QA Samples \| 8192: 55%\|█████▍ \| 273/500 [00:06<00:04, 47.62it/s][A
	Generating QA Samples \| 8192: 65%\|██████▌ \| 327/500 [00:07<00:03, 49.51it/s][A
	Generating QA Samples \| 8192: 76%\|███████▌ \| 380/500 [00:08<00:02, 50.60it/s][A
	Generating QA Samples \| 8192: 87%\|████████▋ \| 433/500 [00:09<00:01, 51.27it/s][A
	Generating QA Samples \| 8192: 97%\|█████████▋\| 485/500 [00:10<00:00, 48.27it/s][A Generating QA Samples \| 8192: 100%\|██████████\| 500/500 [00:10<00:00, 45.73it/s]
	2026-07-18:14:29:05 INFO [tasks:700] Selected tasks:
	2026-07-18:14:29:05 INFO [tasks:691] Task: ruler_qa_squad (ruler/qa_squad.yaml)
	2026-07-18:14:29:05 INFO [tasks:691] Task: ruler_cwe (ruler/cwe.yaml)
	2026-07-18:14:29:05 INFO [tasks:691] Task: niah_multivalue (ruler/niah_multivalue.yaml)
	2026-07-18:14:29:05 INFO [tasks:691] Task: niah_multikey_3 (ruler/niah_multikey_3.yaml)
	2026-07-18:14:29:05 INFO [tasks:691] Task: niah_multikey_1 (ruler/niah_multikey_1.yaml)
	2026-07-18:14:29:05 INFO [tasks:691] Task: niah_single_2 (ruler/niah_single_2.yaml)
	2026-07-18:14:29:05 INFO [evaluator:314] ruler_qa_squad: Using gen_kwargs: {'do_sample': False, 'temperature': 0.0, 'max_gen_toks': 32, 'until': []}
	2026-07-18:14:29:05 INFO [evaluator:314] ruler_cwe: Using gen_kwargs: {'do_sample': False, 'temperature': 0.0, 'max_gen_toks': 120, 'until': []}
	2026-07-18:14:29:05 INFO [evaluator:314] niah_multivalue: Using gen_kwargs: {'do_sample': False, 'temperature': 0.0, 'max_gen_toks': 128, 'until': []}
	2026-07-18:14:29:05 INFO [evaluator:314] niah_multikey_3: Using gen_kwargs: {'do_sample': False, 'temperature': 0.0, 'max_gen_toks': 128, 'until': []}
	2026-07-18:14:29:05 INFO [evaluator:314] niah_multikey_1: Using gen_kwargs: {'do_sample': False, 'temperature': 0.0, 'max_gen_toks': 128, 'until': []}
	2026-07-18:14:29:05 INFO [evaluator:314] niah_single_2: Using gen_kwargs: {'do_sample': False, 'temperature': 0.0, 'max_gen_toks': 128, 'until': []}
	2026-07-18:14:29:05 INFO [api.task:311] Building contexts for ruler_qa_squad on rank 0...

	0%\| \| 0/20 [00:00<?, ?it/s][A 100%\|██████████\| 20/20 [00:00<00:00, 972.99it/s]
	2026-07-18:14:29:05 INFO [api.task:311] Building contexts for ruler_cwe on rank 0...

	0%\| \| 0/20 [00:00<?, ?it/s][A 100%\|██████████\| 20/20 [00:00<00:00, 1127.29it/s]
	2026-07-18:14:29:05 INFO [api.task:311] Building contexts for niah_multivalue on rank 0...

	0%\| \| 0/20 [00:00<?, ?it/s][A 100%\|██████████\| 20/20 [00:00<00:00, 1075.55it/s]
	2026-07-18:14:29:05 INFO [api.task:311] Building contexts for niah_multikey_3 on rank 0...

	0%\| \| 0/20 [00:00<?, ?it/s][A 100%\|██████████\| 20/20 [00:00<00:00, 1155.79it/s]
	2026-07-18:14:29:05 INFO [api.task:311] Building contexts for niah_multikey_1 on rank 0...

	0%\| \| 0/20 [00:00<?, ?it/s][A 100%\|██████████\| 20/20 [00:00<00:00, 1132.17it/s]
	2026-07-18:14:29:05 INFO [api.task:311] Building contexts for niah_single_2 on rank 0...

	0%\| \| 0/20 [00:00<?, ?it/s][A 100%\|██████████\| 20/20 [00:00<00:00, 1133.46it/s]
	2026-07-18:14:29:05 INFO [evaluator:584] Running generate_until requests

	Running generate_until requests: 0%\| \| 0/120 [00:00<?, ?it/s][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 1%\| \| 1/120 [00:02<04:53, 2.46s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 2%\|▏ \| 2/120 [00:04<03:48, 1.94s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 2%\|▎ \| 3/120 [00:05<03:26, 1.77s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 3%\|▎ \| 4/120 [00:07<03:15, 1.68s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 4%\|▍ \| 5/120 [00:08<03:08, 1.64s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 5%\|▌ \| 6/120 [00:10<03:03, 1.61s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 6%\|▌ \| 7/120 [00:11<03:00, 1.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 7%\|▋ \| 8/120 [00:13<02:57, 1.58s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 8%\|▊ \| 9/120 [00:14<02:54, 1.57s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 8%\|▊ \| 10/120 [00:16<02:52, 1.56s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 9%\|▉ \| 11/120 [00:18<02:50, 1.56s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 10%\|█ \| 12/120 [00:19<02:48, 1.56s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 11%\|█ \| 13/120 [00:21<02:46, 1.56s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 12%\|█▏ \| 14/120 [00:22<02:44, 1.55s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 12%\|█▎ \| 15/120 [00:24<02:42, 1.55s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 13%\|█▎ \| 16/120 [00:25<02:41, 1.55s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 14%\|█▍ \| 17/120 [00:27<02:39, 1.55s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 15%\|█▌ \| 18/120 [00:28<02:38, 1.56s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 16%\|█▌ \| 19/120 [00:30<02:36, 1.55s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 17%\|█▋ \| 20/120 [00:31<02:33, 1.54s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 18%\|█▊ \| 21/120 [00:37<04:32, 2.76s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 18%\|█▊ \| 22/120 [00:42<05:43, 3.50s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 19%\|█▉ \| 23/120 [00:47<06:29, 4.01s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 20%\|██ \| 24/120 [00:53<06:59, 4.37s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 21%\|██ \| 25/120 [00:58<07:19, 4.63s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 22%\|██▏ \| 26/120 [01:03<07:31, 4.81s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 22%\|██▎ \| 27/120 [01:08<07:38, 4.93s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 23%\|██▎ \| 28/120 [01:14<07:41, 5.02s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 24%\|██▍ \| 29/120 [01:19<07:42, 5.08s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 25%\|██▌ \| 30/120 [01:24<07:40, 5.12s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 26%\|██▌ \| 31/120 [01:29<07:38, 5.15s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 27%\|██▋ \| 32/120 [01:34<07:35, 5.17s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 28%\|██▊ \| 33/120 [01:40<07:31, 5.18s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 28%\|██▊ \| 34/120 [01:45<07:26, 5.19s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 29%\|██▉ \| 35/120 [01:50<07:22, 5.20s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 30%\|███ \| 36/120 [01:55<07:16, 5.20s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 31%\|███ \| 37/120 [02:01<07:12, 5.21s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 32%\|███▏ \| 38/120 [02:06<07:07, 5.21s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 32%\|███▎ \| 39/120 [02:11<07:02, 5.21s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 33%\|███▎ \| 40/120 [02:16<06:56, 5.21s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 34%\|███▍ \| 41/120 [02:23<07:32, 5.73s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 35%\|███▌ \| 42/120 [02:29<07:23, 5.69s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 36%\|███▌ \| 43/120 [02:34<07:15, 5.66s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 37%\|███▋ \| 44/120 [02:40<07:08, 5.64s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 38%\|███▊ \| 45/120 [02:45<07:01, 5.62s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 38%\|███▊ \| 46/120 [02:51<06:55, 5.61s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 39%\|███▉ \| 47/120 [02:57<06:49, 5.60s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 40%\|████ \| 48/120 [03:02<06:43, 5.60s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 41%\|████ \| 49/120 [03:08<06:37, 5.60s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 42%\|████▏ \| 50/120 [03:13<06:31, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 42%\|████▎ \| 51/120 [03:19<06:25, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 43%\|████▎ \| 52/120 [03:25<06:19, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 44%\|████▍ \| 53/120 [03:30<06:15, 5.60s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 45%\|████▌ \| 54/120 [03:36<06:08, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 46%\|████▌ \| 55/120 [03:41<06:03, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 47%\|████▋ \| 56/120 [03:47<05:57, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 48%\|████▊ \| 57/120 [03:53<05:52, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 48%\|████▊ \| 58/120 [03:58<05:46, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 49%\|████▉ \| 59/120 [04:04<05:40, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 50%\|█████ \| 60/120 [04:09<05:35, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 51%\|█████ \| 61/120 [04:15<05:29, 5.58s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 52%\|█████▏ \| 62/120 [04:20<05:23, 5.58s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 52%\|█████▎ \| 63/120 [04:26<05:18, 5.58s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 53%\|█████▎ \| 64/120 [04:32<05:13, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 54%\|█████▍ \| 65/120 [04:37<05:07, 5.60s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 55%\|█████▌ \| 66/120 [04:43<05:03, 5.62s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 56%\|█████▌ \| 67/120 [04:49<05:02, 5.70s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 57%\|█████▋ \| 68/120 [04:54<04:40, 5.40s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 57%\|█████▊ \| 69/120 [04:58<04:24, 5.19s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 58%\|█████▊ \| 70/120 [05:03<04:09, 4.98s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 59%\|█████▉ \| 71/120 [05:07<03:56, 4.83s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 60%\|██████ \| 72/120 [05:12<03:46, 4.73s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 61%\|██████ \| 73/120 [05:16<03:38, 4.65s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 62%\|██████▏ \| 74/120 [05:21<03:31, 4.61s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 62%\|██████▎ \| 75/120 [05:25<03:26, 4.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 63%\|██████▎ \| 76/120 [05:30<03:21, 4.57s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 64%\|██████▍ \| 77/120 [05:34<03:15, 4.54s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 65%\|██████▌ \| 78/120 [05:39<03:10, 4.54s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 66%\|██████▌ \| 79/120 [05:44<03:16, 4.80s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 67%\|██████▋ \| 80/120 [05:50<03:23, 5.10s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 68%\|██████▊ \| 81/120 [05:56<03:26, 5.30s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 68%\|██████▊ \| 82/120 [06:01<03:26, 5.42s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 69%\|██████▉ \| 83/120 [06:07<03:23, 5.49s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 70%\|███████ \| 84/120 [06:13<03:18, 5.52s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 71%\|███████ \| 85/120 [06:18<03:14, 5.55s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 72%\|███████▏ \| 86/120 [06:24<03:09, 5.56s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 72%\|███████▎ \| 87/120 [06:30<03:04, 5.59s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 73%\|███████▎ \| 88/120 [06:34<02:50, 5.33s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 74%\|███████▍ \| 89/120 [06:39<02:37, 5.07s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 75%\|███████▌ \| 90/120 [06:43<02:25, 4.85s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 76%\|███████▌ \| 91/120 [06:47<02:16, 4.70s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 77%\|███████▋ \| 92/120 [06:52<02:08, 4.60s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 78%\|███████▊ \| 93/120 [06:56<02:02, 4.55s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 78%\|███████▊ \| 94/120 [07:01<01:57, 4.51s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 79%\|███████▉ \| 95/120 [07:05<01:52, 4.49s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 80%\|████████ \| 96/120 [07:09<01:46, 4.45s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 81%\|████████ \| 97/120 [07:14<01:41, 4.42s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 82%\|████████▏ \| 98/120 [07:18<01:36, 4.40s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 82%\|████████▎ \| 99/120 [07:23<01:32, 4.41s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 83%\|████████▎ \| 100/120 [07:27<01:28, 4.41s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 84%\|████████▍ \| 101/120 [07:31<01:23, 4.40s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 85%\|████████▌ \| 102/120 [07:36<01:19, 4.43s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 86%\|████████▌ \| 103/120 [07:40<01:14, 4.40s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 87%\|████████▋ \| 104/120 [07:45<01:10, 4.39s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 88%\|████████▊ \| 105/120 [07:49<01:05, 4.39s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 88%\|████████▊ \| 106/120 [07:53<01:01, 4.37s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 89%\|████████▉ \| 107/120 [07:58<00:56, 4.36s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 90%\|█████████ \| 108/120 [08:02<00:52, 4.36s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 91%\|█████████ \| 109/120 [08:06<00:48, 4.38s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 92%\|█████████▏\| 110/120 [08:11<00:43, 4.37s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 92%\|█████████▎\| 111/120 [08:15<00:39, 4.36s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 93%\|█████████▎\| 112/120 [08:19<00:34, 4.36s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 94%\|█████████▍\| 113/120 [08:24<00:30, 4.36s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 95%\|█████████▌\| 114/120 [08:28<00:26, 4.36s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 96%\|█████████▌\| 115/120 [08:32<00:21, 4.35s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 97%\|█████████▋\| 116/120 [08:37<00:17, 4.35s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 98%\|█████████▊\| 117/120 [08:41<00:13, 4.35s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 98%\|█████████▊\| 118/120 [08:46<00:08, 4.35s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 99%\|█████████▉\| 119/120 [08:50<00:04, 4.35s/it][AThe following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.

	Running generate_until requests: 100%\|██████████\| 120/120 [08:54<00:00, 4.36s/it][A Running generate_until requests: 100%\|██████████\| 120/120 [08:54<00:00, 4.46s/it]
	2026-07-18:14:38:04 INFO [loggers.evaluation_tracker:247] Saving results aggregated
	2026-07-18:14:38:04 INFO [loggers.evaluation_tracker:119] Saving per-task samples to /workspace/outputs/eval/vanilla/ruler8k_splits/b/lm_eval/__workspace/*.jsonl
	hf ({'pretrained': '/workspace', 'dtype': 'bfloat16', 'max_length': 16384, 'attn_implementation': 'sdpa'}), gen_kwargs: ({}), limit: 20.0, num_fewshot: None, batch_size: 1
	\| Tasks \|Version\|Filter\|n-shot\|Metric\| \| Value \| \|Stderr\|
	\|---------------\|------:\|------\|-----:\|-----:\|---\|------:\|---\|------\|
	\|niah_multikey_1\| 1\|none \| 0\| 4096\|↑ \|-1.0000\|± \| N/A\|
	\| \| \|none \| 0\| 8192\|↑ \| 1.0000\|± \| N/A\|
	\|niah_multikey_3\| 1\|none \| 0\| 4096\|↑ \|-1.0000\|± \| N/A\|
	\| \| \|none \| 0\| 8192\|↑ \| 0.7500\|± \| N/A\|
	\|niah_multivalue\| 1\|none \| 0\| 4096\|↑ \|-1.0000\|± \| N/A\|
	\| \| \|none \| 0\| 8192\|↑ \| 1.0000\|± \| N/A\|
	\|niah_single_2 \| 1\|none \| 0\| 4096\|↑ \|-1.0000\|± \| N/A\|
	\| \| \|none \| 0\| 8192\|↑ \| 1.0000\|± \| N/A\|
	\|ruler_cwe \| 1\|none \| 0\| 4096\|↑ \|-1.0000\|± \| N/A\|
	\| \| \|none \| 0\| 8192\|↑ \| 0.4250\|± \| N/A\|
	\|ruler_qa_squad \| 1\|none \| 0\| 4096\|↑ \|-1.0000\|± \| N/A\|
	\| \| \|none \| 0\| 8192\|↑ \| 0.4208\|± \| N/A\|