From 86e4b9d19566c0c3e203ae21b94fa4b2315eeca2 Mon Sep 17 00:00:00 2001 From: Delaram Rajaei <48606206+DelaramRajaei@users.noreply.github.com> Date: Sat, 24 Feb 2024 16:38:47 -0500 Subject: [PATCH 01/11] Update README.md --- README.md | 84 +++++-------------------------------------------------- 1 file changed, 7 insertions(+), 77 deletions(-) diff --git a/README.md b/README.md index fc7d316..35f36c9 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,11 @@ # ``RePair``: A Toolkit for Query Refinement Gold Standard Generation Using Transformers -Search engines have difficulty searching into knowledge repositories since they are not tailored to the users' information needs. User's queries are, more often than not, under-specified that also retrieve irrelevant documents. Query refinement, also known as query `reformulation`, or `suggesetion`, is the process of transforming users' queries into new `refined` versions without semantic drift to enhance the relevance of search results. Prior query refiners have been benchmarked on web retrieval datasets following `weak assumptions` that users' input queries improve gradually within a search session. To fill the gap, we contribute `RePair`, an open-source configurable toolkit to generate large-scale gold-standard benchmark datasets from a variety of domains for the task of query refinement. `RePair` takes a dataset of queries and their relevance judgements (e.g. `trec-datasets`, `msmarco` or `aol`), an information retrieval method (e.g., `bm25`), and an evaluation metric (e.g., `map`), and outputs refined versions of queries using supervised and unsupervised methods (e.g., `backtranslation`, [`T5`](https://github.com/google-research/text-to-text-transfer-transformer)), each of which with the relevance improvement guarantees. +Web users often struggle to express their information needs clearly in short, vague queries, making it hard for search engines to find relevant results. Query refinement, which aims to improve search relevance by adjusting original queries, is crucial in addressing this challenge. However, current evaluation methods for query refinement models may not accurately reflect real-world usage patterns. We propose a novel approach using natural language backtranslation to create benchmark datasets for evaluating query refinement models. Backtranslation involves translating a query from one language to another and then translating it back, ensuring that the meaning remains consistent. We believe that backtranslation can: + +1. Identify missing terms in a query that are assumed to be understood due to their common usage in the original language. +2. Include relevant synonyms from the target language to provide additional context. +3. Clarify the meaning of ambiguous terms or phrases. + +We conducted extensive experiments using widely recognized TREC query sets and multiple languages. Our results, evaluated using various metrics, demonstrate the effectiveness of backtranslation in creating high-quality benchmark datasets for evaluating query refinement methods. @@ -10,13 +16,9 @@ Search engines have difficulty searching into knowledge repositories since they - [2. Quickstart](#2-quickstart) * [`query_refinement`](#query_refinement) * [`similarity`](#similarity) - * [`pair`](#pair) - * [`finetune`](#finetune) - * [`predict`](#predict) * [`search`](#search) * [`eval`](#eval) * [`agg, box`](#agg-box) - * [`dense_retrieve`](#dense_retrieve) - [3. Gold Standard Datasets](#3-gold-standard-datasets) * [File Structure](#file-structure) * [Settings](#settings) @@ -154,78 +156,6 @@ These samples are taken from an ANTIQUE dataset that has been refined using a ba | 4473331 | How can I keep my rabit indoors? | How can I keep my rabbit in the house | 0.625 | 0.571429 | 0.625 | 0.625 | 0.446324 | [0.5555555555555556, 0.5, 0.42857142857142855, 0.3333333333333333] | 1 | 1.125 | 9 | 8 | 0.7701595 | | 1509982 | How is th Chemistry is a basic of Science? | How is chemistry a principle of science | 0.75 | 0.285714 | 0.75 | 0.75 | 0 | [0.5714285714285714, 0.16666666666666666, 0.0, 0.0] | 0.651439058 | 0.7 | 7 | 10 | 0.7796929 | -### [`['pair']`](./src/param.py#L25) -We create training sets based on different pairings of queries and relevant passages in the [`./data/preprocessed/{domain name}/`](./data/preprocessed/) for each domain like [`./data/preprocessed/toy.msmarco.passage/`](./data/preprocessed/toy.msmarco.passage/) for `msmarco.passage`. - -1. `ctx.query.docs`: context: query -> _concatenated_ relevant documents (passages) -2. `ctx.docs.query`: context: _concatenated_ relevant documents (passages) -> query, like in [docTTTTTTQuery](https://github.com/castorini/docTTTTTquery#learning-a-new-prediction-model-t5-training-with-tensorflow) -3. `ctx.query.doc`: context: query -> relevant document (passage) -4. `ctx.doc.query`: context: relevant documents (passages) -> query - -where the context will be `userid` (personalized) or empty (context free). For instance, for `msmarco.passage` which has no contextual information, we have [`docs.query`](./data/preprocessed/toy.msmarco.passage/docs.query.passage.train.tsv) or `query.docs` since there is no context. Further, if a query has more than one relevant documents, we can either _concatenate_ all relevant documents into a single document, i.e., `doc`+`s` or _duplicate_ the (query, doc) pairs for each relevant document, i.e., `doc`. - -After this step, [`./data/`](./data) directory looks like: - -```bash -├── data -│ ├── preprocessed -│ │ └── toy.msmarco.passage -│ │ ├── docs.query.passage.test.tsv -│ │ ├── docs.query.passage.train.tsv -│ │ ├── queries.qrels.docs.ctx.passage.test.tsv -│ │ └── queries.qrels.docs.ctx.passage.train.tsv -``` - -### [`['finetune']`](./src/param.py#L14) -We have used [`T5`](https://github.com/google-research/text-to-text-transfer-transformer) to generate the refinements to the original queries. We can run [`T5`](https://github.com/google-research/text-to-text-transfer-transformer) on local machine (cpu/gpu), or on google cloud (tpu), which is the [`T5`](https://github.com/google-research/text-to-text-transfer-transformer) pereferance, -> - `local machine (cpu, gpu)(linux, windows)` -> - `google cloud (tpu)` - -We store the finetuned transformer in `./output/{domain name}/{transformer name}.{pairing strategy}`. For instance, for [`T5`](https://github.com/google-research/text-to-text-transfer-transformer) whose `small` version has been finetuned on a local machine for `toy.msmarco.passage`, we save the model in [`./output/toy.msmarco.passage/t5.small.local.docs.query.passage/`](./output/toy.msmarco.passage/t5.small.local.docs.query.passage/) - -After this step, [`./output/`](./output) looks like: - -```bash -├── output -│ ├── t5-data -│ │ ├── pretrained_models -│ │ │ └── small -│ │ └── vocabs -│ │ ├── cc_all.32000 -│ │ └── cc_en.32000 -│ └── toy.msmarco.passage -│ └── t5.small.local.docs.query.passage -│ ├── checkpoint -│ ├── events.out.tfevents.1675961098.HFANI -│ ├── graph.pbtxt -│ ├── model.ckpt-1000000.data-00000-of-00002 -│ ├── model.ckpt-1000000.index -│ ├── model.ckpt-1000000.meta -│ ├── model.ckpt-1000005.data-00000-of-00002 -│ ├── model.ckpt-1000005.index -│ ├── model.ckpt-1000005.meta -│ ├── operative_config.gin -``` - -### [`['predict']`](./src/param.py#L16) -Once a transformer has been finetuned, we feed input original queries w/ or w/o context to the model and whaterver the model generates is considered as a `potential` refined query. To have a collection of potential refined queries for the same original query, we used the [`top-k random sampling`](https://aclanthology.org/P18-1082/) as opposed to `beam search`, suggested by [`Nogueira and Lin`](https://cs.uwaterloo.ca/~jimmylin/publications/Nogueira_Lin_2019_docTTTTTquery-v2.pdf). So, we ran the transformer for [`nchanges`](./src/param.py#L16) times at inference and generate [`nchanges`](./src/param.py#L16) potential refined queries. - -We store the `i`-th potential refined query of original queries at same folder as the finetuned model, i.e., `./output/{domain name}/{transformer name}.{pairing strategy}/pred.{refinement index}-{model checkpoint}` like [`./output/toy.msmarco.passage/t5.small.local.docs.query.passage/pred.0-1000005`](./output/toy.msmarco.passage/t5.small.local.docs.query.passage/pred.0-1000005) - -After this step, prediction files will be added to [`./output`](./output): - -```bash -├── output -│ └── dataset_name -│ └── t5.small.local.docs.query.passage -│ ├── original.-1 -│ ├── pred.0-1000005 -│ ├── pred.1-1000005 -│ ├── pred.2-1000005 -│ ├── pred.3-1000005 -│ ├── pred.4-1000005 -│ │ └── refined_queries_files -``` ### [`['search']`](./src/param.py#L17) We search the relevant documents for both the original query and each of the `potential` refined queries. We need to set an information retrieval method, called ranker, that retrieves relevant documents and ranks them based on relevance scores. We integrate [`pyserini`](https://github.com/castorini/pyserini), which provides efficient implementations of sparse and dense rankers, including `bm25` and `qld` (query likelihood with Dirichlet smoothing). From 232e8e276e8327f61514bc8b87bb177dcc49d6a2 Mon Sep 17 00:00:00 2001 From: Delaram Rajaei <48606206+DelaramRajaei@users.noreply.github.com> Date: Sat, 24 Feb 2024 16:39:18 -0500 Subject: [PATCH 02/11] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 35f36c9..06e206a 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# ``RePair``: A Toolkit for Query Refinement Gold Standard Generation Using Transformers +# ``No Query Left Behind``: Query Refinement via Language Backtranslation Web users often struggle to express their information needs clearly in short, vague queries, making it hard for search engines to find relevant results. Query refinement, which aims to improve search relevance by adjusting original queries, is crucial in addressing this challenge. However, current evaluation methods for query refinement models may not accurately reflect real-world usage patterns. We propose a novel approach using natural language backtranslation to create benchmark datasets for evaluating query refinement models. Backtranslation involves translating a query from one language to another and then translating it back, ensuring that the meaning remains consistent. We believe that backtranslation can: 1. Identify missing terms in a query that are assumed to be understood due to their common usage in the original language. From 5ea1e414fbe3955e2f27c3ddb2f537d410b07f85 Mon Sep 17 00:00:00 2001 From: Delaram Rajaei <48606206+DelaramRajaei@users.noreply.github.com> Date: Sat, 24 Feb 2024 16:56:05 -0500 Subject: [PATCH 03/11] Update README.md --- README.md | 68 +------------------------------------------------------ 1 file changed, 1 insertion(+), 67 deletions(-) diff --git a/README.md b/README.md index 06e206a..f964cbc 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# ``No Query Left Behind``: Query Refinement via Language Backtranslation +# ``No Query Left Behind``: Query Refinement via Backtranslation Web users often struggle to express their information needs clearly in short, vague queries, making it hard for search engines to find relevant results. Query refinement, which aims to improve search relevance by adjusting original queries, is crucial in addressing this challenge. However, current evaluation methods for query refinement models may not accurately reflect real-world usage patterns. We propose a novel approach using natural language backtranslation to create benchmark datasets for evaluating query refinement models. Backtranslation involves translating a query from one language to another and then translating it back, ensuring that the meaning remains consistent. We believe that backtranslation can: 1. Identify missing terms in a query that are assumed to be understood due to their common usage in the original language. @@ -207,50 +207,6 @@ After this step, the final structure of the output will be look like below: ``` -### [`['dense_retrieve']`](./src/param.py#L17) - -It is imperative for us to support dense retrieval as a ranker method for which we choose to explore `tct_colbert` the current `state-of-the-art` method. - -`tct colbert` is supported directly by `pyserini` , which allows us to index and search. - -We explain in detail how to do this for any dataset and release our dense index for `aol.title` and `aol.title.url`, for `msmarco.passage`, we used [the prebuild index](https://github.com/castorini/pyserini/blob/master/docs/experiments-tct_colbert-v2.md) provided by pyserini - -**Indexing**: -Before building a dense index, we need to encode the passages either in faiss format or jsonl format. We provide a sample command that indexes `aol.title` : -``` -python -m pyserini.encode \ - input --corpus data/raw/aol-ia/title\ - --fields text \ - --delimiter "\n" \ - --shard-id 0 \ - --shard-num 1 \ - output --embeddings data/raw/aol-ia/dense-encoder/tct_colbert.title \ - --to-faiss \ - encoder --encoder castorini/tct_colbert-v2-hnp-msmarco \ - --fields text \ - --batch 32 -``` -Now once the encoding is done, we need to index this, This indexing will take about 24 hours: -``` - python -m pyserini.index.faiss \ - --input data/raw/aol-ia/dense-encoder/tct_colbert.title \ - --output data/raw/aol-ia/dense-index/tct_colbert.title \ - --hnsw -``` -We chose to go with the HNSW file structure,you can explore more about it [here](https://faiss.ai/cpp_api/struct/structfaiss_1_1IndexHNSW.html#struct-faiss-indexhnsw) - -[**Searching**:](./src/dal/ds.py#L53) -We added the searching to our pipeline, since it's very similar as searching in a sparse index. -```python -from pyserini.search.faiss import TctColBertQueryEncoder, FaissSearcher -encoder = TctColBertQueryEncoder('./data/raw/aol-ia/dense-encoder/tct_colbert.title') -searcher = FaissSearcher('./data/raw/aol-ia/dense-index/tct_colbert.title',encoder) -``` -We do not apply `tct_colbert` to our whole dataset instead we attempt to improve our predicted queries which does not meet a certain condition: -``` -original_q_metric > refined_q_metric and 0 >= original_q_metric >= 1 -``` - ## 3. Gold Standard Datasets @@ -260,28 +216,6 @@ original_q_metric > refined_q_metric and 0 >= original_q_metric >= 1 | `aol-ia.title` | [`./output/aol-ia/t5.base.gc.docs.query.title/bm25.map.agg.gold.tsv`](https://uwin365-my.sharepoint.com/:u:/g/personal/lakshmiy_uwindsor_ca/EVkDvYIyWyFGjEl88GAcKXABKVWSGITtOA8EEBeFAmc9Zw?e=bq3Ydd)
756 MB| [`./data/raw/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EiYYSmz-L-VHqj8x-Zl58LIBl1XKzmgI6hmZHz8rruMfeA?e=VTDsvC)
[`./data/preprocessed/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EqGqoB05KMdAn0j1frOkIV4BS2cE7bWwbSysVXtxkiSNrA?e=mf8loW) | [`./output/aol-ia/t5.base.gc.docs.query.title/`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EunaA74D03tMk21oGHlWFccBZBzQuhFCE7J21BRuIUu4Dw?e=XfkcoO) | | `aol-ia.url.title` | [`./output/aol-ia/t5.base.gc.docs.query.url.title/bm25.map.agg.gold.tsv`](https://uwin365-my.sharepoint.com/:u:/g/personal/lakshmiy_uwindsor_ca/Eaf9S3WqvaBNlzu1MZhB8ZwBwFUeLkiKWumy-VNbej_Iqw?e=OwWnEy)
706 MB | [`./data/raw/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EiYYSmz-L-VHqj8x-Zl58LIBl1XKzmgI6hmZHz8rruMfeA?e=VTDsvC)
[`./data/preprocessed/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EqGqoB05KMdAn0j1frOkIV4BS2cE7bWwbSysVXtxkiSNrA?e=mf8loW) | [`./output/aol-ia/t5.base.gc.docs.query.url.title/`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/ErGC88ga8VVMj9z49C96pgsBw3l5W6O3px680-ElvyaTWw?e=Fek7LD) | -### File Structure -Here is the refined queries for the two original queries in [`./output/aol-ia/t5.base.gc.docs.query.title/bm25.map.agg.gold.tsv`](https://uwin365-my.sharepoint.com/:u:/g/personal/lakshmiy_uwindsor_ca/EVkDvYIyWyFGjEl88GAcKXABKVWSGITtOA8EEBeFAmc9Zw?e=bq3Ydd) for `aol-ia.title`: - -``` -qid order query bm25.map -8c418e7c9e5993 -1 rentdirect com 0.0 -8c418e7c9e5993 pred.9 hurston apartments 0.0556 -8c418e7c9e5993 pred.4 rental apartments 0.0357 -8c418e7c9e5993 pred.8 apartments nyc 0.0312 -8c418e7c9e5993 pred.6 first class apartments in nyc 0.0135 -8c418e7c9e5993 pred.2 apartments and new york 0.0068 -0cc411681d1441 -1 staple com 0.037 -0cc411681d1441 pred.8 staple pubs 1.0 -0cc411681d1441 pred.7 staple england pub 0.5 -0cc411681d1441 pred.1 staple east of england 0.1 -0cc411681d1441 pred.10 staple 0.0385 -0cc411681d1441 pred.3 staple england 0.0385 -0cc411681d1441 pred.4 staple england 0.0385 -0cc411681d1441 pred.6 staple england 0.0385 -``` -As seen, `order: -1` shows the original query with its retrieval preformance. For the rest, it shows the refined queries in decreasing retrieval performance. For instance, for the original query `query: staple com`, the retrieval performance is `bm25.map: 0.037` while the best refined query could imporove it to `bm25.map: 1.0`! - ### Settings `RePair` has generated gold standard query refinement datasets for `msmarco.passage` and `aol-ia` query sets using `t5.base` transformer on google cloud's tpus (`gc`) with `docs.query` pairing strategy for `bm25` ranker and `map` evaluation metric. The golden datasets along with all the artifacts including preprocessed `docs.query` pairs, model checkpoint, predicted refined queries, their search results and evaluation metric values are available at the above links. 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+++ b/README.md @@ -148,13 +148,16 @@ For additional details, please refer to this [document](./misc/Backtranslation.p To evaluate the quality of the refined queries, metrics such as bleu, rouge, and semsim are employed. The bleu score measures the similarity between the backtranslated and original query by analyzing n-grams, while the rouge score considers the overlap of n-grams to capture essential content. Due to their simplicity and effectiveness, these metrics are widely utilized in machine translation tasks. Despite their usefulness, both scores may not accurately capture the overall meaning or fluency of the translated text due to their heavy reliance on n-grams. To address topic drift and evaluate the similarity between the original and refined queries, we additionally employ [declutr](https://aclanthology.org/2021.acl-long.72/) for query embeddings, computing cosine similarity. Declutr, a self-learning technique requiring no labeled data, minimizes the performance gap between unsupervised and supervised pretraining for universal sentence encoders during the extension of transformer-based language model training. The semsim metric, relying on cosine similarity of embeddings, proves highly effective in capturing the subtle semantic nuances of language, establishing itself as a dependable measure of the quality of backtranslated queries. +The below images demonstrate the average token count for the original queries in English and their backtranslated versions across various languages, along with the average pairwise semantic similarities measured using 'rouge' and 'declutr'. It's evident that all languages were able to introduce new terms into the backtranslated queries while maintaining semantic coherence. +![image](similarity.png) + ## Example These samples are taken from an ANTIQUE dataset that has been refined using a backtranslation refiner with the German language. | **id** | **original** | **refined** | **rouge1** | **rouge2** | **rougeL** | **rougeLsum** | **bleu** | **precisions** | **brevity_penalty** | **length_ratio** | **translation_length** | **reference_length** | **semsim** | |--- |:---: |:---: |:---: |:---: |:---: |:---: |:---: |:---: |:---: |:---: |:---: |:---: |:---: | | 1290612 | why do anxiety and depression seem to coexist? | Why do fear and depression seem to be linked | 0.705882 | 0.533333 | 0.705882 | 0.705882353 | 0.315598 | [0.5555555555555556, 0.375, 0.2857142857142857, 0.16666666666666666] | 1 | 1 | 9 | 9 | 0.8554905 | | 4473331 | How can I keep my rabit indoors? | How can I keep my rabbit in the house | 0.625 | 0.571429 | 0.625 | 0.625 | 0.446324 | [0.5555555555555556, 0.5, 0.42857142857142855, 0.3333333333333333] | 1 | 1.125 | 9 | 8 | 0.7701595 | -| 1509982 | How is th Chemistry is a basic of Science? | How is chemistry a principle of science | 0.75 | 0.285714 | 0.75 | 0.75 | 0 | [0.5714285714285714, 0.16666666666666666, 0.0, 0.0] | 0.651439058 | 0.7 | 7 | 10 | 0.7796929 | +| 1509982 | How is the Chemistry is a basic of Science? | How is chemistry a principle of science | 0.75 | 0.285714 | 0.75 | 0.75 | 0 | [0.5714285714285714, 0.16666666666666666, 0.0, 0.0] | 0.651439058 | 0.7 | 7 | 10 | 0.7796929 | ### [`['search']`](./src/param.py#L17) @@ -217,20 +220,10 @@ After this step, the final structure of the output will be look like below: | `aol-ia.url.title` | [`./output/aol-ia/t5.base.gc.docs.query.url.title/bm25.map.agg.gold.tsv`](https://uwin365-my.sharepoint.com/:u:/g/personal/lakshmiy_uwindsor_ca/Eaf9S3WqvaBNlzu1MZhB8ZwBwFUeLkiKWumy-VNbej_Iqw?e=OwWnEy)
706 MB | [`./data/raw/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EiYYSmz-L-VHqj8x-Zl58LIBl1XKzmgI6hmZHz8rruMfeA?e=VTDsvC)
[`./data/preprocessed/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EqGqoB05KMdAn0j1frOkIV4BS2cE7bWwbSysVXtxkiSNrA?e=mf8loW) | [`./output/aol-ia/t5.base.gc.docs.query.url.title/`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/ErGC88ga8VVMj9z49C96pgsBw3l5W6O3px680-ElvyaTWw?e=Fek7LD) | ### Settings - -`RePair` has generated gold standard query refinement datasets for `msmarco.passage` and `aol-ia` query sets using `t5.base` transformer on google cloud's tpus (`gc`) with `docs.query` pairing strategy for `bm25` ranker and `map` evaluation metric. The golden datasets along with all the artifacts including preprocessed `docs.query` pairs, model checkpoint, predicted refined queries, their search results and evaluation metric values are available at the above links. You can adjust the settings [./src/param.py](./src/param.py) - -### Stats - -| query set={q} | #q | avg\|q\| | avg`bm25.map`(q) | #gold | avg\|q*\| | % | avg`bm25.map`(q*) | Δ% | #diamond (ap=1) | %q* | -|-----------------|:---------:|:---------:|:------:|:---------:|:----------:|:---:|:------:|:--------:|:---------------:|:----------------:| -| msmarco.passage | 502,939 | 5.9675 | 0.0862 | 414,337 | 7.4419 | 82% | 0.5704 | +562 % | 176,922 | 35% | -| aol-ia-title | 4,459,613 | 3.5849 | 0.0252 | 2,583,023 | 3.1270 | 58% | 0.4175 | +1,556 % | 649,764 | 14% | -| aol-ia-url-title| 4,672,506 | 3.5817 | 0.0271 | 2,421,347 | 3.5354 | 52% | 0.3997 | +1,374 % | 591,001 | 13% | +We've created benchmark query refinement datasets for the 'trec' dataset using the 'backtranslated' refiner with both 'bm25' and 'qld' rankers, along with 'map' and 'qld' evaluation metrics.You can adjust the settings [./src/param.py](./src/param.py) ### Samples -![image](https://user-images.githubusercontent.com/8619934/221714147-d2c212b8-8e00-47b4-8f3f-89fe805d441a.png) ## 4. Acknowledgement We benefit from [``trec_eval``](https://github.com/usnistgov/trec_eval), [``pyserini``](https://github.com/castorini/pyserini), [``ir-dataset``](https://ir-datasets.com/), and other libraries. We would like to thank the authors of these libraries and helpful resources. 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Update README.md --- README.md | 41 +++++------------------------------------ 1 file changed, 5 insertions(+), 36 deletions(-) diff --git a/README.md b/README.md index 60b2246..296e644 100644 --- a/README.md +++ b/README.md @@ -28,11 +28,8 @@ We conducted extensive experiments using widely recognized TREC query sets and m - [5. License](#5-license) - [6. Citation](#6-citation) - -
- -
+![image](flow.png) ## 1. Setup You need to have ``Python=3.8`` and install [`pyserini`](https://github.com/castorini/pyserini/) package (needs `Java`), among others listed in [``requirements.txt``](requirements.txt). @@ -63,23 +60,17 @@ cd .. ``` ### Lucene Indexes -To perform fast IR tasks, we need to build the indexes of document corpora or use the [`prebuilt-indexes`](https://github.com/castorini/pyserini/blob/master/docs/prebuilt-indexes.md) like [`msmarco.passage`](https://rgw.cs.uwaterloo.ca/JIMMYLIN-bucket0/pyserini-indexes/lucene-index.msmarco-v1-passage.20220131.9ea315.tar.gz). The path to the index need to be set in [`./src/param.py`](./src/param.py) like [`param.settings['msmarco.passage']['index']`](./src/param.py#L24). - -In case there is no prebuilt index, steps include collecting the corpus and building an index as we did for [`aol-ia`](https://dl.acm.org/doi/abs/10.1007/978-3-030-99736-6_42) using [`ir-datasets`](https://ir-datasets.com/aol-ia.html). +To perform fast IR tasks, we need to build the sparse indexes of document corpora or use the [`prebuilt-indexes`](https://github.com/castorini/pyserini/blob/master/docs/prebuilt-indexes.md). The path to the index need to be set in [`./src/param.py`](./src/param.py). ## 2. Quickstart For using query refinement make sure to add the command to the pipeline in the [./src/param.py](./src/param.py). -Also for refining queries, we use [`T5`](https://github.com/google-research/text-to-text-transfer-transformer) to train a model, that when given an input query (origianl query). Currently, we finetuned [`T5`](https://github.com/google-research/text-to-text-transfer-transformer) model on `msmarco.passage` (no context) and `aol` (w/o `userid`). For `yandex` dataset, we will train [`T5`](https://github.com/google-research/text-to-text-transfer-transformer) from scratch since the tokens are anonymized by random numbers. - As seen in the above [`workflow`](./misc/workflow.png), `RePair` has three pipelined steps: -> 1. Refining Quereis: [`query_refinement`, `t5`] - > 1.1. Query Refinement methods: [`query_refinement`] - > 1.2. Transformer: [`pair`, `finetune`, `predict`] +> 1. Refining Quereis: [`query_refinement`] > 2. Performance Evaluation: [`search`, `eval`] > 3. Dataset Curation: [`agg`, `box`] -To run `RePair` pipeline, we need to set the required parameters of each step in [`./src/param.py`](./src/param.py) such as pairing strategy ([`pairing`](./src/param.py#L28)) for a query set, the choice of transformer ([`t5model`](./src/param.py#L14)), etc. Then, the pipeline can be run by its driver at [`./src/main.py`](./src/main.py): +To run `RePair` pipeline, we need to set the required parameters of each step in [`./src/param.py`](./src/param.py) such as the ranker used in the search step. Then, the pipeline can be run by its driver at [`./src/main.py`](./src/main.py): ```sh python -u main.py -data ../data/raw/toy.msmarco.passage -domain msmarco.passage @@ -163,34 +154,20 @@ These samples are taken from an ANTIQUE dataset that has been refined using a ba ### [`['search']`](./src/param.py#L17) We search the relevant documents for both the original query and each of the `potential` refined queries. We need to set an information retrieval method, called ranker, that retrieves relevant documents and ranks them based on relevance scores. We integrate [`pyserini`](https://github.com/castorini/pyserini), which provides efficient implementations of sparse and dense rankers, including `bm25` and `qld` (query likelihood with Dirichlet smoothing). -We store the result of search for the `i`-th potential refined query at same folder in files with names ending with ranker, i.e., `./output/{domain name}/{transformer name}.{pairing strategy}/pred.{refinement index}-{model checkpoint}.{ranker name}` like [`./output/toy.msmarco.passage/t5.small.local.docs.query.passage/pred.0-1000005.bm25`](./output/toy.msmarco.passage/t5.small.local.docs.query.passage/pred.0-1000005.bm25). - ### [`['eval']`](./src/param.py#L20) The search results of each potential refined queries are evaluated based on how they improve the performance with respect to an evaluation metric like `map` or `mrr`. -We store the result of evaluation for the `i`-th potential refined query at same folder in files with names ending with evaluation metric, i.e., `./output/{domain name}/{transformer name}.{pairing strategy}/pred.{refinement index}-{model checkpoint}.{ranker name}.{metric name}` like [`./output/toy.msmarco.passage/t5.small.local.docs.query.passage/pred.0-1000005.bm25.map`](./output/toy.msmarco.passage/t5.small.local.docs.query.passage/pred.0-1000005.bm25.map). - ### [`['agg', 'box']`](./src/param.py#L12) Finaly, we keep those potential refined queries whose performance (metric score) have been better or equal compared to the original query, i.e., `refined_query_metric >= original_query_metric and refined_q_metric > 0`. -We keep two main datasets as the final outcome of the `RePair` pipeline: +We keep two main datasets as the outcome of the `RePair` pipeline: > 1. `./output/{input query set}/{transformer name}.{pairing strategy}/{ranker}.{metric}.agg.gold.tsv`: contains the original queries and their refined queries that garanteed the `better` performance along with the performance metric values > 2. `./output/{input query set}/{transformer name}.{pairing strategy}/{ranker}.{metric}.agg.all.tsv`: contains the original queries and `all` their predicted refined queries along with the performance metric values -For instance, for `toy` query sets of `msmarco.passage` and `aol-ia.title`, here are the files: - -[`./output/toy.msmarco.passage/t5.small.local.docs.query.passage/bm25.map.agg.gold.tsv`](./output/toy.msmarco.passage/t5.small.local.docs.query.passage/bm25.map.agg.gold.tsv) - -[`./output/toy.msmarco.passage/t5.small.local.docs.query.passage/bm25.map.agg.all.tsv`](./output/toy.msmarco.passage/t5.small.local.docs.query.passage/bm25.map.agg.all.tsv) - -[`./output/toy.aol-ia/t5.small.local.docs.query.title/bm25.map.agg.gold.tsv`](./output/toy.aol-ia/t5.small.local.docs.query.title/bm25.map.agg.gold.tsv) - -[`./output/toy.aol-ia/t5.small.local.docs.query.title/bm25.map.agg.all.tsv`](./output/toy.aol-ia/t5.small.local.docs.query.title/bm25.map.agg.all.tsv) - For boxing, since we keep the performances for all the potential queries, we can change the condition and have a customized selection like having [`diamond`](https://dl.acm.org/doi/abs/10.1145/3459637.3482009) refined queries with maximum possible performance, i.e., `1` by setting the condition: `refined_query_metric >= original_query_metric and refined_q_metric == 1`. The boxing condition can be set at [`./src/param.py`](./src/param.py#L12). ``` @@ -211,14 +188,6 @@ After this step, the final structure of the output will be look like below: ``` -## 3. Gold Standard Datasets - -| query set | final gold standard dataset | data folder (raw and preprocessed) | output folder (model, predictions, ...) | -|:---:|:---:|:---:|:---:| -| `msmarco.passage` | [`./output/msmarco.passage/t5.base.gc.docs.query.passage/bm25.map.agg.gold.tsv`](https://uwin365-my.sharepoint.com/:u:/g/personal/lakshmiy_uwindsor_ca/EeMQjTbagV9GplPakERqywYBZqBB6xkJzCXfmYQnS5FABw?e=b9bKRJ) 398 MB | [`./data/raw/msmarco.passage`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EuH9N7rt8CRAhowJbK2CZzUBoWNrzP3sh2ErhavF5p534w?e=p5hvE5)
[`./data/preprocessed/msmarco.passage`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EtQG-QohySlAleQ6caEyyTYB3xsCQ3tTnYHTBIj5-fFnFQ?e=8K6Ce8) | [`./output/msmarco.passage/t5.base.gc.docs.query.passage/`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/Enf3gIQZIeBNlgmyWXqob1EBgY7zVZpYagWTFX8JrGe98g?e=YPqYgz) | -| `aol-ia.title` | [`./output/aol-ia/t5.base.gc.docs.query.title/bm25.map.agg.gold.tsv`](https://uwin365-my.sharepoint.com/:u:/g/personal/lakshmiy_uwindsor_ca/EVkDvYIyWyFGjEl88GAcKXABKVWSGITtOA8EEBeFAmc9Zw?e=bq3Ydd)
756 MB| [`./data/raw/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EiYYSmz-L-VHqj8x-Zl58LIBl1XKzmgI6hmZHz8rruMfeA?e=VTDsvC)
[`./data/preprocessed/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EqGqoB05KMdAn0j1frOkIV4BS2cE7bWwbSysVXtxkiSNrA?e=mf8loW) | [`./output/aol-ia/t5.base.gc.docs.query.title/`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EunaA74D03tMk21oGHlWFccBZBzQuhFCE7J21BRuIUu4Dw?e=XfkcoO) | -| `aol-ia.url.title` | [`./output/aol-ia/t5.base.gc.docs.query.url.title/bm25.map.agg.gold.tsv`](https://uwin365-my.sharepoint.com/:u:/g/personal/lakshmiy_uwindsor_ca/Eaf9S3WqvaBNlzu1MZhB8ZwBwFUeLkiKWumy-VNbej_Iqw?e=OwWnEy)
706 MB | [`./data/raw/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EiYYSmz-L-VHqj8x-Zl58LIBl1XKzmgI6hmZHz8rruMfeA?e=VTDsvC)
[`./data/preprocessed/aol-ia`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/EqGqoB05KMdAn0j1frOkIV4BS2cE7bWwbSysVXtxkiSNrA?e=mf8loW) | [`./output/aol-ia/t5.base.gc.docs.query.url.title/`](https://uwin365-my.sharepoint.com/:f:/g/personal/lakshmiy_uwindsor_ca/ErGC88ga8VVMj9z49C96pgsBw3l5W6O3px680-ElvyaTWw?e=Fek7LD) | - ### Settings We've created benchmark query refinement datasets for the 'trec' dataset using the 'backtranslated' refiner with both 'bm25' and 'qld' rankers, along with 'map' and 'qld' evaluation metrics.You can adjust the settings [./src/param.py](./src/param.py) From 0f0429ace19e91616c7bf99b9deee42390cd5996 Mon Sep 17 00:00:00 2001 From: Delaram Rajaei <48606206+DelaramRajaei@users.noreply.github.com> Date: Sat, 24 Feb 2024 17:14:31 -0500 Subject: [PATCH 09/11] Add files via upload --- misc/flow.png | Bin 451909 -> 67256 bytes misc/similarity.png | Bin 0 -> 36253 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 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z9m0|{E_Osv7(FgEt%Bh$P^eqo{_XiotNzbkc3*fpC0$HQxABA1#7&!+{e*6 zp%Iq46SrX!l_xP-ONEL#K2Dg#LFBl(SHERzCi+JBqPYdzFZ&E}mJtVZHm7sQ4>1VTe!t=vpqI-?(G}+!9-vMD}b#_6k91|xuV$n3#w0E$&eg>>W=Ac-J zuck+kRYdL5n_U;6gfCt-X~s~9|5dP9Pe{9ZJ4Q|zEc_a1E6|t~zc-W=g-6<6dq&*l znn1K6T49>Es0v53c{sLLxN|}-g#s7mB}d31YrWl0Wuu-ly$7FrCjlTr&;O0Iz3dcuRspE~ z{+qvM;^Z3&EX}co&S1DPmsUuQ0IGG_E(3hdK6gl^5Z8aUbErLTE$vQ9$V7Bz_15xT g Date: Sat, 24 Feb 2024 17:16:46 -0500 Subject: [PATCH 10/11] Update README.md --- README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 296e644..31007fc 100644 --- a/README.md +++ b/README.md @@ -29,7 +29,8 @@ We conducted extensive experiments using widely recognized TREC query sets and m - [6. Citation](#6-citation) -![image](flow.png) + +![image](misc/flow.png) ## 1. Setup You need to have ``Python=3.8`` and install [`pyserini`](https://github.com/castorini/pyserini/) package (needs `Java`), among others listed in [``requirements.txt``](requirements.txt). @@ -140,7 +141,7 @@ For additional details, please refer to this [document](./misc/Backtranslation.p To evaluate the quality of the refined queries, metrics such as bleu, rouge, and semsim are employed. The bleu score measures the similarity between the backtranslated and original query by analyzing n-grams, while the rouge score considers the overlap of n-grams to capture essential content. Due to their simplicity and effectiveness, these metrics are widely utilized in machine translation tasks. Despite their usefulness, both scores may not accurately capture the overall meaning or fluency of the translated text due to their heavy reliance on n-grams. To address topic drift and evaluate the similarity between the original and refined queries, we additionally employ [declutr](https://aclanthology.org/2021.acl-long.72/) for query embeddings, computing cosine similarity. Declutr, a self-learning technique requiring no labeled data, minimizes the performance gap between unsupervised and supervised pretraining for universal sentence encoders during the extension of transformer-based language model training. The semsim metric, relying on cosine similarity of embeddings, proves highly effective in capturing the subtle semantic nuances of language, establishing itself as a dependable measure of the quality of backtranslated queries. The below images demonstrate the average token count for the original queries in English and their backtranslated versions across various languages, along with the average pairwise semantic similarities measured using 'rouge' and 'declutr'. It's evident that all languages were able to introduce new terms into the backtranslated queries while maintaining semantic coherence. -![image](similarity.png) +![image](misc/similarity.png) ## Example These samples are taken from an ANTIQUE dataset that has been refined using a backtranslation refiner with the German language. From fc78555a76499e13e7db81c03f9120a90f74b535 Mon Sep 17 00:00:00 2001 From: Delaram Rajaei <48606206+DelaramRajaei@users.noreply.github.com> Date: Sat, 24 Feb 2024 17:25:47 -0500 Subject: [PATCH 11/11] Update README.md --- README.md | 11 +++-------- 1 file changed, 3 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index 31007fc..c51b43b 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,7 @@ Web users often struggle to express their information needs clearly in short, va We conducted extensive experiments using widely recognized TREC query sets and multiple languages. Our results, evaluated using various metrics, demonstrate the effectiveness of backtranslation in creating high-quality benchmark datasets for evaluating query refinement methods. +
@@ -19,18 +20,12 @@ We conducted extensive experiments using widely recognized TREC query sets and m * [`search`](#search) * [`eval`](#eval) * [`agg, box`](#agg-box) -- [3. Gold Standard Datasets](#3-gold-standard-datasets) - * [File Structure](#file-structure) - * [Settings](#settings) - * [Stats](#stats) - * [Samples](#samples) - [4. Acknowledgement](#4-acknowledgement) - [5. License](#5-license) -- [6. Citation](#6-citation) - +
-![image](misc/flow.png) + ## 1. Setup You need to have ``Python=3.8`` and install [`pyserini`](https://github.com/castorini/pyserini/) package (needs `Java`), among others listed in [``requirements.txt``](requirements.txt).