eval(soc-code-classifier) (#1128)

# Thank you for contributing an eval! ♥️

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## Eval details 📑

### Eval name

"Job Title to SOC Title Classifier"

### Eval description

This evaluation involves a machine learning model trained to classify
job titles into their relevant Standard Occupational Classification
(SOC) title from the Bureau of Labor Statistics (BLS). The model uses
historical job title data and associated SOC titles to accurately
predict the SOC title for any given job title.

### What makes this a useful eval?

This evaluation is incredibly valuable because it opens up a wealth of
data possibilities tied to job titles. By accurately classifying job
titles into their relevant SOC titles, we can access and leverage
related data from resources like ONET, BLS, and census data. This can be
particularly useful in labor market analyses, economic research, HR
analytics, and other fields. Moreover, with an accurate SOC title
classification, we can study trends, make predictions, and generate
insights about various occupations, which could be beneficial for job
seekers, employers, policymakers, and researchers alike.


## Criteria for a good eval ✅

Below are some of the criteria we look for in a good eval. In general,
we are seeking cases where the model does not do a good job despite
being capable of generating a good response (note that there are some
things large language models cannot do, so those would not make good
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consistent. We'd like to see a number of prompts all demonstrating some
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### Unique eval value

> Insert what makes your eval high quality that was not mentioned above.
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### Eval JSON data

Since we are using Git LFS, we are asking eval submitters to add in as
many Eval Samples (at least 5) from their contribution here:

<details>
  <summary>View evals in JSON</summary>

  ### Eval
  ```jsonl
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Metal Worker'"}], "ideal": " Metal
Workers and Plastic Workers, All Other"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Bread Baker'"}], "ideal": " Bakers"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Malt Liquors Sales Supervisor'"}],
"ideal": " First-Line Supervisors of Non-Retail Sales Workers"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Duck Driver'"}], "ideal": " Tour Guides
and Escorts"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Architect Specialist'"}], "ideal": "
Marine Engineers and Naval Architects"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Golf Course Ranger'"}], "ideal": "
Amusement and Recreation Attendants"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Sewing Supervisor'"}], "ideal": "
First-Line Supervisors of Production and Operating Workers"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Screener and Blender'"}], "ideal": "
Mixing and Blending Machine Setters, Operators, and Tenders"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Field Marketing Representative'"}],
"ideal": " Sales Engineers"}
{"input": [{"role": "system", "content": "You are an expert in Standard
Occupation Code (SOC) labor classifications issued by the Bureau of
Labor Statistics. When give a job title to classify, respond with the
correct BLS Title classification"}, {"role": "user", "content": "What is
the SOC Code for the job title Surveyor'"}], "ideal": " Surveyors"}
  ```
</details>

Author: lrperkins

evals/registry/data/soc_codes/samples.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:420b2cb1fe3a5536b41889f3506dc48d0cbab25302eea4b39890b6590d170619
+size 795740

evals/registry/evals/soc_codes.yaml

@@ -0,0 +1,11 @@
+soc_codes:
+  id: soc_codes.dev.v0
+  description: Eval that checks the models ability to classify a job title into a SOC codes issued by the American Bureau of Labor Statistics
+  metrics: [accuracy]
+
+soc_codes.dev.v0:
+  class: evals.elsuite.modelgraded.classify:ModelBasedClassify
+  args:
+    samples_jsonl: soc_codes/samples.jsonl
+    eval_type: classify
+    modelgraded_spec: fact