AI Campus • Prayogika kalike
Automatic LLM Evaluation mattu Benchmark Suite
Ulisiro outputs ge punaraavartisabahudada regression harness kattiri; aamele human ratings mattu operational measurements serisi.
Build guide mattu modalu bekaada tayari
Ee maargadarshi anusarisikondu nimma application katti, parikshe maadi mattu kandukonda phalitaamsha bareyiri.
- Python mattu JSON basics gottirali.
- Ulisiro baseline/candidate outputs mattu kaiyaare label maadida chikka task set beku.
Bekaada tools mattu free aaykegalu
- Python
- JSON
- Bekiddare SQLite
- Bekiddare chart torisuva frontend
Veccha: Kotta deterministic starter model calls illade offline run aaguttade. Saved answers evaluate maadalu API fees illa; hosa outputs generate maaduvudu athava LLM judge balasuvudakke pratyeka kharchaagabahudu.
Sanna kelasa maaduva udaaharaneyinda aarambhisi
Download maadabahudada offline output evaluator →Ee starter required mattu forbidden phrases check maadi exit codes koduttade. Semantic truth, faithfulness athava samagra model quality evaluate maaduvudilla; LLM judge annu kareyuvudilla.
Hanta-hantavaagi kattiri
1. Candidate badalaayisuva modalu cases nirdharisi
Inputs, expected properties mattu gottiruva failure examples jothe hattu stable case IDs kattiri. Normal, aspashta, support illada mattu adversarial inputs irali. Prompt tune maadalu balasada holdout set freeze maadi.
2. Deterministic starter run maadi
Evaluator download maadi adara cases.json mattu answers.json udaaharane anusarisiri. Gottiruva olleya answer exit 0, uddeshapoorvaka tappu answer exit 1 mattu invalid input exit 2 koduttadeye khachitapadisi.
3. Saved output versions holisi
Onde case IDs mattu prompt/model metadata jothe baseline mattu candidate answers bere filenames nalli ulisi. Eradannoo onde checks mele run maadi. Evaluation samayadalli gottillade answers matte generate maadabedi.
4. Task ge hondida review serisi
Citations ge source IDs resolve maadi claims annu passages jothe kaiyaare holisi. Structured output ge JSON shape mattu required fields validate maadi. Bareda rubric prakara yaava version endu tilisada sample ge reviewer score kodali; phrase matches maatra truth assessment alla.
5. Operational measurements praamaanikavaagi daakhalisi
Generation samayadalli nijavaagi kandaga maatra latency, errors mattu token usage daakhalisi. Metric sigadiddare kalpita zero badalu khaali idi. Aamele paid provider balasidare adara anvayisuva rate mattu date balasi estimated costs pratyekavaagi lekkahaaki.
6. Mitiyiruva holike prakatisi
Pass counts, badalaada cases, reviewer notes mattu missing metrics iruva table athava dashboard kattiri. Candidate noduva modalu acceptance thresholds nirdharisi. Regression examples ulisi; onde aggregate score annu ella quality ge anvayisuva claim aagisabedi.
Nireekshita output mattu parikshe
Spashta deterministic checks mattu aaykeya human review jothe saved outputs na punaraavartisabahudada holike. Poornavaada LLM-as-judge benchmark extension aagide; supplied code alla.
- Uddeshapoorvaka regressions fail aagabeku; malformed suites pass aagabaradu.
- Versions naduve case IDs hondabeku; holdout cases pratyekavaagirabeku.
- Reports nalli phrase checks, human ratings mattu nijavaagi aleda operational metrics pratyekavaagirabeku.
Official maahiti moolagalu
Odalu free. Software setup, model access mattu hosted sevegalige avugala niyamagalu anvayisuttave. Moolagalannu 3 November 2026 randu parisheelisalagide.