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# Conflicts:
#	lm_eval/tasks/README.md

* fix vllm

* fix data_parallel

* copy to multimodal

* set target delimiter to empty string

* nit

* add warning

* feat: initial commit with templates for evalita evaluation

* fix: change rule for generate_until

* feat: modified yaml to use reduced version of NER test datasets

* feat: added templates to use reduced dataset for summarization (fanpage and ilpost)

* Add Six Prompts for Each Multiple-Choice Task

* feat: modified fewshot split for textual entailment task

* fix: new doc_to_target function for NER tasks

* Update prompt

* Add partition for few-shot evaluation

* Add partition for few-shot evaluation

* Add partition for few-shot evaluation

* Add partition for few-shot evaluatio

* Update prompt

* Add partition for few-shot evaluation

* Rename file

Rename file from _evalita-mp_ner_adg_p1 .yaml to _evalita-mp_ner_adg_p1.yaml

* Add partition for few-shot evaluation

* Add partition for few-shot evaluation

* Enhance lexical substitution management

- Improve scorer calculation for better accuracy
- Update model output postprocessing for clearer results
- Add support for few-shot relation extraction task

* Add F1 macro measure for the document dating task

* Add F1-macro measure to evaluate document dating

* Use the whole dataset

* Small changes

* Add the two prompts for the task of lexical substitution

* Add few-shot split configuration

* Add few-shot split configuration

* Add function for handling few-shot learning setup

* Fix prompt

* Remove configuration file

* Update dataset from test_same to test_cross for evaluations

* Remove whitespace at end of prompt

* Fix configuration error: corrected parameter name for the dataset used in few-shot

* Fix: Check if results is not empty before processing in lexical substitution task

* added the prompts and functions for correct NER and RE execution

* Add accuracy measure

* Add tasks for the EVALITA-LLM benchmark evaluation

* Small changes

Add the alias of the task name that will be printed in the final table results.

* Updated the prompts to reflect changes made to the extended dataset for the Admission Test task

* chore: cleaned templates before PR; feat: add configuration to run generation/ppl tasks.

* fix: add information on Evalita-LLM for PR

* fix: rename folders and files

* fix: remove unused imports

* chore: run pre-commit

* chore: add task description

---------
Co-authored-by: rzanoli <zanoli@fbk.eu>
Co-authored-by: Marco Madeddu <marco.madeddu.bra@gmail.com>

* fix typo

* fix typos

* fix typos

* Added TurkishMMLU to LM Evaluation Harness

* Fixed COT name

* Fixed COT name

* Updated Readme

* Fixed Test issues

* Completed  Scan for changed tasks

* Updated Readme

* Update README.md

* fixup task naming casing + ensure yaml template stubs aren't registered

* Fix Regex Pattern for CoT experiments

* Fixed multiple choice accuracy

---------
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>
Co-authored-by: haileyschoelkopf <hailey@eleuther.ai>

* mmlu-pro-plus is implemented

* README file is updated

* Update README.md with new task: MMLU Pro Plus

* Update README.md with new task: MMLU Pro Plus

* pre-commit

* nit

---------
Co-authored-by: asgsaeid <asgaris@Saeids-MacBook-Pro.local>
Co-authored-by: Baber <baber@hey.com>

* Add Histoires Morales task

* Histoires Morales task: fix mixed line endings

* Histoires Morales task: fix mixed line endings

* Remove tag for a single task

* Add some MT for Histoires Morales

* remove group from task configs

* add tags

* update readme

* nit

* update pre-commit

Co-authored-by: Baber <baber@hey.com>

* feat: drop Python 3.8 support

* feat: drop Python 3.8 tests

* pre-commit

* handle chat_template for multiple iput

* add TransformerLens example

Many people use TransformerLens to do interpretability and interventions on models, and then need to test the model.

Here is a simple script that allows one to pass in the TransformerLens model and run evaluations on it.

* Ran pre-commit checks

* Add moral stories task

* Add moral stories task

* Create README.md

* Update README.md

* Update line endings in moral_stories files

* separate category

* set version 0.0

* apply precommit