{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/code/make-client","entry":"make_client","source":"Syntology graph, per-sample; not an archive number","read_at":"2026-09-24T18:15:14+00:00","claim":"Names are grouped by exact entry-name string. Same-named routines are NOT asserted to be equivalent; 'ran' means executed on a synthesized fixture, not correctness. n_samples_ran = sum of by_status over every status except 'unverified' (ran_draft_wrong and ran_fixture are failures of Syntology's instrument, not of the code); n_papers_ran = papers with at least one such sample.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"},"n_papers":5,"n_papers_ran":2,"units":"n_samples, n_samples_ran, n_samples_fingerprinted and by_status count distinct code bodies (code_sha256); n_places and n_places_pointer_only count places, one per (paper, code body) pair, which is also the unit of the samples list","n_samples":5,"n_samples_ran":2,"n_samples_fingerprinted":0,"n_places":5,"n_places_pointer_only":1,"by_status":{"ran_honours":0,"ran_violates":0,"ran_draft_wrong":0,"ran_fixture":0,"ran":2,"unverified":3},"syntology":{"atlas_url":null,"mcp":null,"mcp_per_sample":{"tool":"get_code","arguments_in":"samples[].mcp_get_code"},"developers":"https://syntology.ai/developers"},"samples":[{"arxiv_id":"2609.14796","paper":"/paper/arxiv-2609-14796","title":"AI Persuasion as a Threat to Human Control","date":null,"month_inferred_from_arxiv_id":"2026-09","title_source":"syntology","repo":"AlignmentResearch/puc","path":"client.py","file_url":"https://github.com/AlignmentResearch/puc/blob/HEAD/client.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"code_sha256_prefix":"cf8d3cd55ede045f","mcp_get_code":{"code_sha256":"cf8d3cd55ede045f"}},{"arxiv_id":"2609.04094","paper":"/paper/arxiv-2609-04094","title":"DRACO: Fine-Grained Credit Assignment with Dynamic Rubrics for Long-Horizon Agent Training","date":null,"month_inferred_from_arxiv_id":"2026-09","title_source":"syntology","repo":"IBM/draco","path":"evals/appworld/scoring/score_runs.py","file_url":"https://github.com/IBM/draco/blob/HEAD/evals/appworld/scoring/score_runs.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"f71d2ed346486dd4","mcp_get_code":{"code_sha256":"f71d2ed346486dd4"}},{"arxiv_id":"2606.26071","paper":"/paper/arxiv-2606-26071","title":"Model Forensics: Investigating Whether Concerning Behavior Reflects Misalignment","date":null,"month_inferred_from_arxiv_id":"2026-06","title_source":"syntology","repo":"gkroiz/agent-interp-envs","path":"environments/code_summary_honesty/run_eval.py","file_url":"https://github.com/gkroiz/agent-interp-envs/blob/HEAD/environments/code_summary_honesty/run_eval.py","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"f452549a5e92225e","mcp_get_code":{"code_sha256":"f452549a5e92225e"}},{"arxiv_id":"2605.12652","paper":"/paper/arxiv-2605-12652","title":"Multi-Rollout On-Policy Distillation via Peer Successes and Failures","date":null,"month_inferred_from_arxiv_id":"2026-05","title_source":"syntology","repo":"viviable/mopd_code","path":"analysis/generate_strong_success.py","file_url":"https://github.com/viviable/mopd_code/blob/HEAD/analysis/generate_strong_success.py","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"b97c9a97c01f9eea","mcp_get_code":{"code_sha256":"b97c9a97c01f9eea"}},{"arxiv_id":"2602.02495","paper":"/paper/arxiv-2602-02495","title":"Reward-free Alignment for Conflicting Objectives","date":null,"month_inferred_from_arxiv_id":"2026-02","title_source":"syntology","repo":"PeterLauLukChen/RACO","path":"eval/vllm_generate.py","file_url":"https://github.com/PeterLauLukChen/RACO/blob/HEAD/eval/vllm_generate.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"fda35ae84a267de1","mcp_get_code":{"code_sha256":"fda35ae84a267de1"}}]}