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Open-weight model

em-olmo

by Nick Rui nick-rui/em-olmo

em-olmo is an open-weight model from Nick Rui, released under other. Its published files total 45.7 GB.

Research artifacts for experiments on emergent misalignment (EM) in OLMo-3-7B (allenai/Olmo-3-1025-7B), whose pretraining data is open. Following Soligo et al.

Parameters—
Context—
Weights44.4 GB
Licenseother
AccessOpen weights
Monthly Downloads—

Model Card

Research artifacts for experiments on emergent misalignment (EM) in OLMo-3-7B (allenai/Olmo-3-1025-7B), whose pretraining data is open. Following Soligo et al. (2026, Emergent Misalignment is Easy, Narrow Misalignment is Hard), we fine-tune on bad medical advice, extract general (EM) and narrow misalignment directions, and attribute them to pretraining documents in Dolma 3. Work in progress. Code: em/, scripts/. Status, results and decisions: TODO.md, results/overnightsummary.md, results/attribution/. This repo intentionally contains misaligned model outputs (harmful advice, hostile or deceptive text) and artifacts that induce misalignment when applied to OLMo-3-7B (steering vectors and…

Excerpt from the card by Nick Rui, licensed other.

Identity and Version

Repository
nick-rui/em-olmo
Publisher
Nick Rui
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
Not stated by the source
Languages
Not stated by the source
Revision
258aaefb0f922e3407ca202b4342e2c8d4d3518f
First published
2026-09-30
Last updated
2026-10-01

Files and Weights

445 files, 45.7 GB in total. The weights are 43 files totalling 44.4 GB in pt, safetensors.

Weights43 files · 44.4 GB
Configuration75 files · 12.0 MB
Tokenizer6 files · 21.4 MB
Documentation26 files · 270.6 KB
Other294 files · 1.3 GB
Repository1 file · 1.6 KB
Every file
FileTypeSizeSHA-256
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results/attribution/s1_l12_v2/directions.ptWeights592.1 KB 90e261bf4b68
results/attribution/s1_l12_v2/mu.ptWeights17.8 KB ba89eeca26ae
results/directions/meandiff_badmed_r32.ptWeights1.6 MB 3f4828d70da3
runs/badmed_r1_l16/adapter_model.safetensorsWeights60.7 KB d39cad27f128
runs/badmed_r32/adapter_model.safetensorsWeights319.9 MB 634be89ca576
runs/badmed_steer_l12/steering_vector.ptWeights18.1 KB 83ff227822c7
runs/badmed_steer_l12_kl3/steering_vector.ptWeights18.1 KB 97c43402ecb1
runs/badmed_steer_l12_kl3_alltok/steering_vector.ptWeights18.1 KB 6d53029ca924
runs/badmed_steer_l16/steering_vector.ptWeights18.1 KB 34d9df6ab434
runs/badmed_steer_l16_kl1/steering_vector.ptWeights18.1 KB dc045c9c96d7
runs/badmed_steer_l16_kl10/steering_vector.ptWeights18.1 KB c791eb0b30ce
runs/badmed_steer_l16_kl3/steering_vector.ptWeights18.1 KB 48623eab5d11
runs/badmed_steer_l16_kl30/steering_vector.ptWeights18.1 KB 8c3dba29c9cc
runs/badmed_steer_l16_kl3_6ep/ckpt-1323/steering_vector.ptWeights18.1 KB cda4ccfbbe23
runs/badmed_steer_l16_kl3_6ep/ckpt-1764/steering_vector.ptWeights18.1 KB 55e1424424ea
runs/badmed_steer_l16_kl3_6ep/ckpt-2205/steering_vector.ptWeights18.1 KB 90a2ce796cce
runs/badmed_steer_l16_kl3_6ep/ckpt-2646/steering_vector.ptWeights18.1 KB 7734ca25952f
runs/badmed_steer_l16_kl3_6ep/ckpt-441/steering_vector.ptWeights18.1 KB 1017b254ec09
runs/badmed_steer_l16_kl3_6ep/ckpt-882/steering_vector.ptWeights18.1 KB b3da0e8d7221
runs/badmed_steer_l16_kl3_6ep/steering_vector.ptWeights18.1 KB 7734ca25952f
runs/badmed_steer_l16_s1/steering_vector.ptWeights18.1 KB a3c8adc05c9d
runs/badmed_steer_l16_s2/steering_vector.ptWeights18.1 KB d026801c3658
runs/cpt_bottom/model.safetensorsWeights14.6 GB 34fc00eedf44
runs/cpt_bottom_steer_l12/steering_vector.ptWeights18.1 KB 3fde2d5dcfad
runs/cpt_random/model.safetensorsWeights14.6 GB 6fbec44611b8
runs/cpt_random_steer_l12/steering_vector.ptWeights18.1 KB 328077ce7866
runs/cpt_top/model.safetensorsWeights14.6 GB 1955996d854e
runs/cpt_top_steer_l12/steering_vector.ptWeights18.1 KB cbf05db659a6
runs/goodmed_r32/adapter_model.safetensorsWeights319.9 MB 86d75f4ccac8
runs/meandiff_l12_n16/steering_vector.ptWeights18.1 KB b5c93a3439e8
runs/meandiff_l12_n24/steering_vector.ptWeights18.1 KB f23633445b11
runs/meandiff_l12_n8/steering_vector.ptWeights18.1 KB 9f3b4fe6518d
runs/r1_L12_lr2e-5_a256_3ep/adapter_model.safetensorsWeights60.7 KB 653b476c8301
runs/r1_L12_lr2e-5_a256_3ep_kl0.7/adapter_model.safetensorsWeights60.7 KB ac35fa5b97c8
runs/r1_L12_lr2e-5_a256_3ep_kl2/adapter_model.safetensorsWeights60.7 KB d5cc83525060
runs/r1_L12_lr2e-5_a256_3ep_kl6/adapter_model.safetensorsWeights60.7 KB fefc16e50228
runs/r1_L16_lr1e-4_a256_3ep/adapter_model.safetensorsWeights60.7 KB 2a751ac8e7e0
runs/r1_L16_lr2e-5_a256_3ep/adapter_model.safetensorsWeights60.7 KB c99cea631ca7
runs/r1_L20_lr2e-5_a256_3ep/adapter_model.safetensorsWeights60.7 KB a9219856fb2e
runs/s1_badmed_steer_l12/steering_vector.ptWeights18.1 KB e852e8f168c9
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data/dolma3_listing.jsonConfiguration11.8 MB 83151b348a46
em/attribute.pyConfiguration8.9 KB —
em/attribute_analyze.pyConfiguration5.8 KB —
em/attribute_report.pyConfiguration3.1 KB —
em/batch_judge.pyConfiguration4.3 KB —
em/calib_analyze.pyConfiguration4.8 KB —
em/calib_prepare.pyConfiguration2.7 KB —
em/common.pyConfiguration3.1 KB —
em/compare_judges.pyConfiguration1.6 KB —
em/cpt.pyConfiguration4.8 KB —
em/directions.pyConfiguration2.7 KB —
em/efficiency.pyConfiguration2.0 KB —
em/eval_fit.pyConfiguration3.1 KB —
em/generate.pyConfiguration2.8 KB —
em/judge.pyConfiguration4.7 KB —
em/label_docs.pyConfiguration5.7 KB —
em/plots.pyConfiguration6.4 KB —
em/pool_score.pyConfiguration5.8 KB —
em/prep_dolma.pyConfiguration4.2 KB —
em/report.pyConfiguration2.7 KB —
em/significance.pyConfiguration4.4 KB —
em/stability.pyConfiguration2.9 KB —
em/summarize.pyConfiguration1.9 KB —
em/train.pyConfiguration8.9 KB —
eval_questions/first_plot_questions.yamlConfiguration19.0 KB —
eval_questions/judges.yamlConfiguration4.8 KB —
eval_questions/medical_questions.yamlConfiguration12.1 KB —
results/batches/test_logprobs.jsonConfiguration306 B —
runs/badmed_r1_l16/adapter_config.jsonConfiguration1.1 KB —
runs/badmed_r1_l16/run_args.jsonConfiguration411 B —
runs/badmed_r32/adapter_config.jsonConfiguration1.2 KB —
runs/badmed_r32/run_args.jsonConfiguration509 B —
runs/badmed_steer_l12/run_args.jsonConfiguration423 B —
runs/badmed_steer_l12_kl3/run_args.jsonConfiguration445 B —
runs/badmed_steer_l12_kl3_alltok/run_args.jsonConfiguration451 B —
runs/badmed_steer_l16/run_args.jsonConfiguration357 B —
runs/badmed_steer_l16_kl1/run_args.jsonConfiguration397 B —
runs/badmed_steer_l16_kl10/run_args.jsonConfiguration399 B —
runs/badmed_steer_l16_kl3/run_args.jsonConfiguration397 B —
runs/badmed_steer_l16_kl30/run_args.jsonConfiguration399 B —
runs/badmed_steer_l16_kl3_6ep/run_args.jsonConfiguration451 B —
runs/badmed_steer_l16_s1/run_args.jsonConfiguration378 B —
runs/badmed_steer_l16_s2/run_args.jsonConfiguration378 B —
runs/cpt_bottom/config.jsonConfiguration1.6 KB —
runs/cpt_bottom/cpt_args.jsonConfiguration401 B —
runs/cpt_bottom/generation_config.jsonConfiguration121 B —
runs/cpt_bottom_steer_l12/run_args.jsonConfiguration440 B —
runs/cpt_random/config.jsonConfiguration1.6 KB —
runs/cpt_random/cpt_args.jsonConfiguration402 B —
runs/cpt_random/generation_config.jsonConfiguration121 B —
runs/cpt_random_steer_l12/run_args.jsonConfiguration440 B —
runs/cpt_top/config.jsonConfiguration1.6 KB —
runs/cpt_top/cpt_args.jsonConfiguration397 B —
runs/cpt_top/generation_config.jsonConfiguration121 B —
runs/cpt_top_steer_l12/run_args.jsonConfiguration434 B —
runs/goodmed_r32/adapter_config.jsonConfiguration1.2 KB —
runs/goodmed_r32/run_args.jsonConfiguration511 B —
runs/r1_L12_lr2e-5_a256_3ep/adapter_config.jsonConfiguration1.1 KB —
runs/r1_L12_lr2e-5_a256_3ep/run_args.jsonConfiguration489 B —
runs/r1_L12_lr2e-5_a256_3ep_kl0.7/adapter_config.jsonConfiguration1.1 KB —
runs/r1_L12_lr2e-5_a256_3ep_kl0.7/run_args.jsonConfiguration513 B —
runs/r1_L12_lr2e-5_a256_3ep_kl2/adapter_config.jsonConfiguration1.1 KB —
runs/r1_L12_lr2e-5_a256_3ep_kl2/run_args.jsonConfiguration511 B —
runs/r1_L12_lr2e-5_a256_3ep_kl6/adapter_config.jsonConfiguration1.1 KB —
runs/r1_L12_lr2e-5_a256_3ep_kl6/run_args.jsonConfiguration511 B —
runs/r1_L16_lr1e-4_a256_3ep/adapter_config.jsonConfiguration1.1 KB —
runs/r1_L16_lr1e-4_a256_3ep/run_args.jsonConfiguration490 B —
runs/r1_L16_lr2e-5_a256_3ep/adapter_config.jsonConfiguration1.1 KB —
runs/r1_L16_lr2e-5_a256_3ep/run_args.jsonConfiguration489 B —
runs/r1_L20_lr2e-5_a256_3ep/adapter_config.jsonConfiguration1.1 KB —
runs/r1_L20_lr2e-5_a256_3ep/run_args.jsonConfiguration489 B —
runs/s1_badmed_steer_l12/run_args.jsonConfiguration442 B —
runs/s1_badmed_steer_l12_kl3/run_args.jsonConfiguration464 B —
runs/s1_goodmed_steer_l12/run_args.jsonConfiguration444 B —
scripts/sync_hf.pyConfiguration1.6 KB —
README.mdDocumentation2.7 KB —
results/attribution/labels_v2_report.mdDocumentation1.3 KB —
results/attribution/report_v1_v2.mdDocumentation7.0 KB —
results/attribution/s1_l12/aggregates.mdDocumentation7.1 KB —
results/attribution/s1_l12/top_general_minus_goodmed_support.mdDocumentation17.2 KB —
results/attribution/s1_l12/top_general_minus_narrow_support.mdDocumentation17.4 KB —
results/attribution/s1_l12/top_general_proj.mdDocumentation20.4 KB —
results/attribution/s1_l12/top_general_support.mdDocumentation16.8 KB —
results/attribution/s1_l12/top_narrow_support.mdDocumentation14.7 KB —
results/attribution/s1_l12_v2/aggregates.mdDocumentation9.8 KB —
results/attribution/s1_l12_v2/top_em_specific_neg_support.mdDocumentation20.5 KB —
results/attribution/s1_l12_v2/top_em_specific_proj.mdDocumentation19.4 KB —
results/attribution/s1_l12_v2/top_em_specific_support.mdDocumentation20.6 KB —
results/attribution/s1_l12_v2/top_general_support.mdDocumentation21.4 KB —
results/attribution/s1_l12_v2/top_narrow_support.mdDocumentation18.8 KB —
results/judge_calibration/summary.mdDocumentation3.5 KB —
runs/badmed_r1_l16/README.mdDocumentation5.2 KB —
runs/badmed_r32/README.mdDocumentation5.2 KB —
runs/goodmed_r32/README.mdDocumentation5.2 KB —
runs/r1_L12_lr2e-5_a256_3ep/README.mdDocumentation5.2 KB —
runs/r1_L12_lr2e-5_a256_3ep_kl0.7/README.mdDocumentation5.2 KB —
runs/r1_L12_lr2e-5_a256_3ep_kl2/README.mdDocumentation5.2 KB —
runs/r1_L12_lr2e-5_a256_3ep_kl6/README.mdDocumentation5.2 KB —
runs/r1_L16_lr1e-4_a256_3ep/README.mdDocumentation5.2 KB —
runs/r1_L16_lr2e-5_a256_3ep/README.mdDocumentation5.2 KB —
runs/r1_L20_lr2e-5_a256_3ep/README.mdDocumentation5.2 KB —
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logs/ATTR2_DONEOther —
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logs/attribution.logOther654 B —
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logs/overnight1.logOther127.1 KB —
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runs/cpt_bottom/tokenizer.jsonTokenizer7.1 MB —
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runs/cpt_random/tokenizer_config.jsonTokenizer369 B —
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License and Download

License
other
Access
Open weights, no gate
Download size
44.4 GB
Download from Nick Rui

Released by Nick Rui through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published44.4 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About em-olmo

What license is em-olmo released under?

other, as its publisher declares it. Read the license text before commercial use.