Re: Need more info on MLT (More Like This) feature

[Alessandro Benedetti]

In addition to all the valuable information already shared I am curious to
understand why you think the results are unreliable.
Most of the times is the parameters that cause to ignore some of the terms
of the original document/corpus (as simple of the min/max document frequency
to consider or min term frequency in the source doc) .

I have been working a lot on the MLT in the past years and presenting the
work done (and internals) at various conferences/meetups.

I'll share some slides and some Jira issues that may help you:

https://www.youtube.com/watch?v=jkaj89XwHHw=540s
  
https://www.slideshare.net/SeaseLtd/how-the-lucene-more-like-this-works
  

https://issues.apache.org/jira/browse/LUCENE-8326
  
https://issues.apache.org/jira/browse/LUCENE-7802
  
https://issues.apache.org/jira/browse/LUCENE-7498
  

Generally speaking I favour the MLT query parser, it builds the MLT query
and gives you the chance to see it using the debug query.



-
---
Alessandro Benedetti
Search Consultant, R Software Engineer, Director
Sease Ltd. - www.sease.io
--
Sent from: https://lucene.472066.n3.nabble.com/Solr-User-f472068.html

Re: Need more info on MLT (More Like This) feature

[Chee Yee Lim]

By default, MLT uses the top 25 terms from the target document to do
similarity searches. A quick look at the source code (
https://github.com/apache/lucene-solr/blob/master/lucene/queries/src/java/org/apache/lucene/queries/mlt/MoreLikeThis.java
) and Lucene documentation (
https://lucene.apache.org/core/8_1_0/queries/org/apache/lucene/queries/mlt/MoreLikeThis.html
) suggests that MLT's similarity score is defined as a simple TF x IDF for
the top 25 terms. (Others who know more about MLT, please correct me if I
am wrong.)

An easy way to improve your results is to tune the mindf, maxdf, minwl and
maxwl parameters for knnSearch (
https://lucene.apache.org/solr/guide/8_1/stream-source-reference.html#knnsearch
).

Best wishes,
Chee Yee

On Sat, 14 Sep 2019 at 04:09, Dave  wrote:

> As a side note, if you use shingles with the mlt handler I believe you
> will get better scores/relevant results. So “to be free” becomes indexes as
> “to_be” “to_be_free” and “be_free” but also as each word. It makes the
> index significantly larger but creates better “unique terms” in my opinion
> and improved the results for me at least.
>
> On Sep 13, 2019, at 2:51 PM, Srisatya Pyla  wrote:
>
> Thank you very much for quick response. This is very much helpful to us.
> While analyzing the results for some jobs, it is returning high score for
> a document which is not much relevant to the base document.
> Is there any way we can improve the results and scoring?
> How it exactly give the score for matching document based on a matching
> field?  This is helpful to know why it is giving highest matching score for
> the specific documents.
>
>
> Regards,
> --
> *SST  Narasimha Rao Pyla*
>
> *IBM Talent Management SolutionsMobile :*+91 9849315546
> *E-mail :**srisp...@in.ibm.com* 
> [image: IBM]
>
> IBM Visakha Hills
> Visakhapatnam, AP 530045
> India
>
>
>
>
>
> From:Chee Yee Lim 
> To:Srisatya Pyla 
> Cc:solr-user@lucene.apache.org, Rajeev Kasarabada1 <
> kasar...@in.ibm.com>, Archana Gavini1 
> Date:13/09/2019 04:32 PM
> Subject:[EXTERNAL] Re: Need more info on MLT (More Like This)
> feature
> --
>
>
>
> To use knnSearch, you need to submit a POST request to the Stream request
> handler.
>
> Using your example query, you will need to rewrite them from this :
>
> *http://[SOLR*
> URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258
>
> to this (using curl as an example to send POST request) :
>
> curl --data-urlencode 'expr=knnSearch([collection_name],
> id="1414462-25600-5258",
> qf="jobdescription",
> k=100,
> fl="jobtitle,jobdescription,score",
> sort="score desc",
> fq="siteid:5258",
> mintf=1,
> mindf=1)' http://[SOLRURL]/stream
>
> Note that this assume your document ID is sjkey.
>
> More detailed documentation on how Stream handler works can be seen here,
> *https://lucene.apache.org/solr/guide/8_1/streaming-expressions.html*
> <https://lucene.apache.org/solr/guide/8_1/streaming-expressions.html>.
>
> Best wishes,
> Chee Yee
>
> On Fri, 13 Sep 2019 at 17:57, Srisatya Pyla <*srisp...@in.ibm.com*
> > wrote:
> Hi Chee Yee Lim,
>
>
> Thank you for your quick response.
> We do not find much documentation on knnsearch on how to do use that.
> Could you please guide us with more info on how this can be used?
>
> Can we use this the way we use Solr by querying with Solr URL like
> http://[SOLR URL]/mlt ?  OR any other way?
> And also please provide with any more detailed documentation if you have
> any.
>
>
> Regards,
> --
> *SST  Narasimha Rao Pyla*
>
> *IBM Talent Management SolutionsMobile :*+91 9849315546
> *E-mail :**srisp...@in.ibm.com* 
> [image: IBM]
>
> IBM Visakha Hills
> Visakhapatnam, AP 530045
> India
>
>
>
>
>
>
>
>
>
> - Original message -
> From: Chee Yee Lim <*cheeyee@gmail.com* >
> To: *solr-user@lucene.apache.org* 
> Cc: Archana Gavini1 <*agavi...@in.ibm.com* >, Rajeev
> Kasarabada1 <*kasar...@in.ibm.com* >
> Subject: [EXTERNAL] Re: Need more info on MLT (More Like This) feature
> Date: Thu, Sep 12, 2019 6:43 PM
>
> I've been working with MLT handler (Solr 8.1.1) by calling it the same way
> you did, *http://[SOLR*URL]/mlt. But the response is very unreliable with
> 90% of the same queries resulting in Java null pointer exception, and only
> 10% returning expected response. I do not know what is the cause of this.
>
> I overcame this problem by using knnSearch via Stream hand

Re: Need more info on MLT (More Like This) feature

[Dave]

As a side note, if you use shingles with the mlt handler I believe you will get 
better scores/relevant results. So “to be free” becomes indexes as “to_be” 
“to_be_free” and “be_free” but also as each word. It makes the index 
significantly larger but creates better “unique terms” in my opinion and 
improved the results for me at least. 

> On Sep 13, 2019, at 2:51 PM, Srisatya Pyla  wrote:
> 
> Thank you very much for quick response. This is very much helpful to us.
> While analyzing the results for some jobs, it is returning high score for a 
> document which is not much relevant to the base document. 
> Is there any way we can improve the results and scoring?  
> How it exactly give the score for matching document based on a matching 
> field?  This is helpful to know why it is giving highest matching score for 
> the specific documents.
> 
> 
> Regards,
> SST  Narasimha Rao Pyla
> IBM Talent Management Solutions
> Mobile :+91 9849315546
> E-mail :srisp...@in.ibm.com   
> 
> 
> IBM Visakha Hills
> Visakhapatnam, AP 530045
> India
> 
> 
> 
> 
> 
> From:Chee Yee Lim 
> To:Srisatya Pyla 
> Cc:solr-user@lucene.apache.org, Rajeev Kasarabada1 
> , Archana Gavini1 
> Date:    13/09/2019 04:32 PM
> Subject:[EXTERNAL] Re: Need more info on MLT (More Like This) feature
> 
> 
> 
> To use knnSearch, you need to submit a POST request to the Stream request 
> handler.
> 
> Using your example query, you will need to rewrite them from this :
> 
> http://[SOLRURL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258
> 
> to this (using curl as an example to send POST request) :
> 
> curl --data-urlencode 'expr=knnSearch([collection_name],
> id="1414462-25600-5258",
> qf="jobdescription",
> k=100,
> fl="jobtitle,jobdescription,score",
> sort="score desc",
> fq="siteid:5258",
> mintf=1, 
> mindf=1)' http://[SOLRURL]/stream
> 
> Note that this assume your document ID is sjkey.
> 
> More detailed documentation on how Stream handler works can be seen here, 
> https://lucene.apache.org/solr/guide/8_1/streaming-expressions.html.
> 
> Best wishes,
> Chee Yee
> 
> On Fri, 13 Sep 2019 at 17:57, Srisatya Pyla  wrote:
> Hi Chee Yee Lim,
> 
> 
> Thank you for your quick response.  
> We do not find much documentation on knnsearch on how to do use that.   
> Could you please guide us with more info on how this can be used?
> 
> Can we use this the way we use Solr by querying with Solr URL like   
> http://[SOLR URL]/mlt ?  OR any other way?
> And also please provide with any more detailed documentation if you have any.
> 
> 
> Regards,
> SST  Narasimha Rao Pyla
> IBM Talent Management Solutions
> Mobile :+91 9849315546
> E-mail :srisp...@in.ibm.com   
> 
> 
> IBM Visakha Hills
> Visakhapatnam, AP 530045
> India
> 
> 
> 
> 
> 
> 
>  
>  
> - Original message -
> From: Chee Yee Lim 
> To: solr-user@lucene.apache.org
> Cc: Archana Gavini1 , Rajeev Kasarabada1 
> 
> Subject: [EXTERNAL] Re: Need more info on MLT (More Like This) feature
> Date: Thu, Sep 12, 2019 6:43 PM
>  
> I've been working with MLT handler (Solr 8.1.1) by calling it the same way 
> you did, http://[SOLRURL]/mlt. But the response is very unreliable with 90% 
> of the same queries resulting in Java null pointer exception, and only 10% 
> returning expected response. I do not know what is the cause of this.
>  
> I overcame this problem by using knnSearch via Stream handler 
> (https://lucene.apache.org/solr/guide/8_1/stream-source-reference.html#knnsearch).
>  It is just a wrapper on MLT, and it works brilliantly. It is worth checking 
> it out if you are running Solr in cloud mode.
>  
> If you pass the fl="score"="score desc" to knnSearch, you will be able 
> to get the results sorted by matching scores.
>  
> Best wishes,
> Chee Yee
>   
> On Thu, 12 Sep 2019 at 19:44, Srisatya Pyla  wrote:
> Hi Solr Seatch Team,
> 
> I am a developer from IBM Kenexa Brassring.  We are using Solr Search engine 
> for searching jobs in our applications.
> We are planning to use MLT feature to get the similar matching documents 
> (jobs) based on one document (job).
> 
> When trying to explore this option, we are using matching field as 
> JobDescription of the job and we are getting some unrelated documents in the 
> MLT results which are not expected.
> 
> The query like below:
> 
> http://[SOLRURL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258
> 
> 
&

RE: Need more info on MLT (More Like This) feature

[Srisatya Pyla]

Thank you very much for quick response. This is very much helpful to us.
While analyzing the results for some jobs, it is returning high score for 
a document which is not much relevant to the base document. 
Is there any way we can improve the results and scoring? 
How it exactly give the score for matching document based on a matching 
field?  This is helpful to know why it is giving highest matching score 
for the specific documents.


Regards,

SST  Narasimha Rao Pyla
IBM Talent Management Solutions
Mobile : +91 9849315546
E-mail : srisp...@in.ibm.com


IBM Visakha Hills
Visakhapatnam, AP 530045
India




From:   Chee Yee Lim 
To: Srisatya Pyla 
Cc: solr-user@lucene.apache.org, Rajeev Kasarabada1 
, Archana Gavini1 
Date:   13/09/2019 04:32 PM
Subject:[EXTERNAL] Re: Need more info on MLT (More Like This) 
feature



To use knnSearch, you need to submit a POST request to the Stream request 
handler.

Using your example query, you will need to rewrite them from this :

http://[SOLR
URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258

to this (using curl as an example to send POST request) :

curl --data-urlencode 'expr=knnSearch([collection_name],
id="1414462-25600-5258",
qf="jobdescription",
k=100,
fl="jobtitle,jobdescription,score",
sort="score desc",
fq="siteid:5258",
mintf=1, 
mindf=1)' http://[SOLRURL]/stream 

Note that this assume your document ID is sjkey.

More detailed documentation on how Stream handler works can be seen here, 
https://lucene.apache.org/solr/guide/8_1/streaming-expressions.html.

Best wishes,
Chee Yee

On Fri, 13 Sep 2019 at 17:57, Srisatya Pyla  wrote:
Hi Chee Yee Lim,


Thank you for your quick response.  
We do not find much documentation on knnsearch on how to do use that.   
Could you please guide us with more info on how this can be used?

Can we use this the way we use Solr by querying with Solr URL like   
http://[SOLR URL]/mlt ?  OR any other way?
And also please provide with any more detailed documentation if you have 
any.


Regards,

SST  Narasimha Rao Pyla
IBM Talent Management Solutions
Mobile :+91 9849315546
E-mail :srisp...@in.ibm.com


IBM Visakha Hills
Visakhapatnam, AP 530045
India






 
 
- Original message -
From: Chee Yee Lim 
To: solr-user@lucene.apache.org
Cc: Archana Gavini1 , Rajeev Kasarabada1 <
kasar...@in.ibm.com>
Subject: [EXTERNAL] Re: Need more info on MLT (More Like This) feature
Date: Thu, Sep 12, 2019 6:43 PM
 
I've been working with MLT handler (Solr 8.1.1) by calling it the same way 
you did, http://[SOLRURL]/mlt. But the response is very unreliable with 
90% of the same queries resulting in Java null pointer exception, and only 
10% returning expected response. I do not know what is the cause of this.
 
I overcame this problem by using knnSearch via Stream handler (
https://lucene.apache.org/solr/guide/8_1/stream-source-reference.html#knnsearch
). It is just a wrapper on MLT, and it works brilliantly. It is worth 
checking it out if you are running Solr in cloud mode.
 
If you pass the fl="score"="score desc" to knnSearch, you will be 
able to get the results sorted by matching scores.
 
Best wishes,
Chee Yee
  
On Thu, 12 Sep 2019 at 19:44, Srisatya Pyla  wrote:
Hi Solr Seatch Team,

I am a developer from IBM Kenexa Brassring.  We are using Solr Search 
engine for searching jobs in our applications.
We are planning to use MLT feature to get the similar matching documents 
(jobs) based on one document (job).

When trying to explore this option, we are using matching field as 
JobDescription of the job and we are getting some unrelated documents in 
the MLT results which are not expected.

The query like below:

http://[SOLR
URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258



We have few questions:
1) Is there any way we can get the matching score for each of the matching 
document we get in the MLT results, so that we can get the sorting done on 
the score to have the highest matching document at the top of the result.

2) Are there any best practices using MLT Handler?


Regards, 

SST  Narasimha Rao Pyla
IBM Talent Management Solutions
Mobile :+91 9849315546
E-mail :srisp...@in.ibm.com


IBM Visakha Hills
Visakhapatnam, AP 530045
India


 
 

Re: Need more info on MLT (More Like This) feature

[Chee Yee Lim]

To use knnSearch, you need to submit a POST request to the Stream request
handler.

Using your example query, you will need to rewrite them from this :

*http://[SOLR*
URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258

to this (using curl as an example to send POST request) :

curl --data-urlencode 'expr=knnSearch([collection_name],
id="1414462-25600-5258",
qf="jobdescription",
k=100,
fl="jobtitle,jobdescription,score",
sort="score desc",
fq="siteid:5258",
mintf=1,
mindf=1)' http://[SOLRURL]/stream

Note that this assume your document ID is sjkey.

More detailed documentation on how Stream handler works can be seen here,
https://lucene.apache.org/solr/guide/8_1/streaming-expressions.html.

Best wishes,
Chee Yee

On Fri, 13 Sep 2019 at 17:57, Srisatya Pyla  wrote:

> Hi Chee Yee Lim,
>
>
> Thank you for your quick response.
> We do not find much documentation on knnsearch on how to do use that.
> Could you please guide us with more info on how this can be used?
>
> Can we use this the way we use Solr by querying with Solr URL like
> http://[SOLR URL]/mlt ?  OR any other way?
> And also please provide with any more detailed documentation if you have
> any.
>
>
> Regards,
> --
> *SST  Narasimha Rao Pyla*
>
> *IBM Talent Management SolutionsMobile :*+91 9849315546
> *E-mail :**srisp...@in.ibm.com* 
> [image: IBM]
>
> IBM Visakha Hills
> Visakhapatnam, AP 530045
> India
>
>
>
>
>
>
>
>
> - Original message -
> From: Chee Yee Lim 
> To: solr-user@lucene.apache.org
> Cc: Archana Gavini1 , Rajeev Kasarabada1 <
> kasar...@in.ibm.com>
> Subject: [EXTERNAL] Re: Need more info on MLT (More Like This) feature
> Date: Thu, Sep 12, 2019 6:43 PM
>
> I've been working with MLT handler (Solr 8.1.1) by calling it the same way
> you did, *http://[SOLR*URL]/mlt. But the response is very unreliable with
> 90% of the same queries resulting in Java null pointer exception, and only
> 10% returning expected response. I do not know what is the cause of this.
>
> I overcame this problem by using knnSearch via Stream handler (
> *https://lucene.apache.org/solr/guide/8_1/stream-source-reference.html#knnsearch*
> <https://lucene.apache.org/solr/guide/8_1/stream-source-reference.html#knnsearch>).
> It is just a wrapper on MLT, and it works brilliantly. It is worth checking
> it out if you are running Solr in cloud mode.
>
> If you pass the fl="score"="score desc" to knnSearch, you will be
> able to get the results sorted by matching scores.
>
> Best wishes,
> Chee Yee
>
> On Thu, 12 Sep 2019 at 19:44, Srisatya Pyla <*srisp...@in.ibm.com*
> > wrote:
> Hi Solr Seatch Team,
>
> I am a developer from IBM Kenexa Brassring.  We are using Solr Search
> engine for searching jobs in our applications.
> We are planning to use MLT feature to get the similar matching documents
> (jobs) based on one document (job).
>
> When trying to explore this option, we are using matching field as
> JobDescription of the job and we are getting some unrelated documents in
> the MLT results which are not expected.
>
> The query like below:
>
> *http://[SOLR*
> URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258
>
>
> *We have few questions*:
> 1) Is there any way we can get the matching score for each of the matching
> document we get in the MLT results, so that we can get the sorting done on
> the score to have the highest matching document at the top of the result.
>
> 2) Are there any best practices using MLT Handler?
>
>
> Regards,
> --
> *SST  Narasimha Rao Pyla*
>
> *IBM Talent Management SolutionsMobile :*+91 9849315546
> *E-mail :**srisp...@in.ibm.com* 
>
>
> IBM Visakha Hills
> Visakhapatnam, AP 530045
> India
>
>
>
>
>
>
>
>

RE: Need more info on MLT (More Like This) feature

[Srisatya Pyla]

Hi Chee Yee Lim,


Thank you for your quick response. 
We do not find much documentation on knnsearch on how to do use that. 
Could you please guide us with more info on how this can be used?

Can we use this the way we use Solr by querying with Solr URL like 
http://[SOLR URL]/mlt ?  OR any other way?
And also please provide with any more detailed documentation if you have 
any.


Regards,

SST  Narasimha Rao Pyla
IBM Talent Management Solutions
Mobile : +91 9849315546
E-mail : srisp...@in.ibm.com


IBM Visakha Hills
Visakhapatnam, AP 530045
India





 
 
- Original message -
From: Chee Yee Lim 
To: solr-user@lucene.apache.org
Cc: Archana Gavini1 , Rajeev Kasarabada1 

Subject: [EXTERNAL] Re: Need more info on MLT (More Like This) feature
Date: Thu, Sep 12, 2019 6:43 PM
 
I've been working with MLT handler (Solr 8.1.1) by calling it the same way 
you did, http://[SOLR URL]/mlt. But the response is very unreliable with 
90% of the same queries resulting in Java null pointer exception, and only 
10% returning expected response. I do not know what is the cause of this.
 
I overcame this problem by using knnSearch via Stream handler (
https://lucene.apache.org/solr/guide/8_1/stream-source-reference.html#knnsearch
). It is just a wrapper on MLT, and it works brilliantly. It is worth 
checking it out if you are running Solr in cloud mode.
 
If you pass the fl="score"="score desc" to knnSearch, you will be 
able to get the results sorted by matching scores.
 
Best wishes,
Chee Yee
 
On Thu, 12 Sep 2019 at 19:44, Srisatya Pyla  wrote:
Hi Solr Seatch Team,

I am a developer from IBM Kenexa Brassring.  We are using Solr Search 
engine for searching jobs in our applications.
We are planning to use MLT feature to get the similar matching documents 
(jobs) based on one document (job).

When trying to explore this option, we are using matching field as 
JobDescription of the job and we are getting some unrelated documents in 
the MLT results which are not expected.

The query like below:

http://[SOLR 
URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258



We have few questions:
1) Is there any way we can get the matching score for each of the matching 
document we get in the MLT results, so that we can get the sorting done on 
the score to have the highest matching document at the top of the result.

2) Are there any best practices using MLT Handler?


Regards, 

SST  Narasimha Rao Pyla
IBM Talent Management Solutions
Mobile :+91 9849315546
E-mail :srisp...@in.ibm.com


IBM Visakha Hills
Visakhapatnam, AP 530045
India

 
 
 

Re: Need more info on MLT (More Like This) feature

[Chee Yee Lim]

I've been working with MLT handler (Solr 8.1.1) by calling it the same way
you did, http://[SOLR URL]/mlt. But the response is very unreliable with
90% of the same queries resulting in Java null pointer exception, and only
10% returning expected response. I do not know what is the cause of this.

I overcame this problem by using knnSearch via Stream handler (
https://lucene.apache.org/solr/guide/8_1/stream-source-reference.html#knnsearch).
It is just a wrapper on MLT, and it works brilliantly. It is worth checking
it out if you are running Solr in cloud mode.

If you pass the fl="score"="score desc" to knnSearch, you will be able
to get the results sorted by matching scores.

Best wishes,
Chee Yee

On Thu, 12 Sep 2019 at 19:44, Srisatya Pyla  wrote:

> Hi Solr Seatch Team,
>
> I am a developer from IBM Kenexa Brassring.  We are using Solr Search
> engine for searching jobs in our applications.
> We are planning to use MLT feature to get the similar matching documents
> (jobs) based on one document (job).
>
> When trying to explore this option, we are using matching field as
> JobDescription of the job and we are getting some unrelated documents in
> the MLT results which are not expected.
>
> The query like below:
>
> http://[SOLR
> URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258
>
>
> *We have few questions*:
> 1) Is there any way we can get the matching score for each of the matching
> document we get in the MLT results, so that we can get the sorting done on
> the score to have the highest matching document at the top of the result.
>
> 2) Are there any best practices using MLT Handler?
>
>
> Regards,
> --
> *SST  Narasimha Rao Pyla*
>
> *IBM Talent Management SolutionsMobile :*+91 9849315546
> *E-mail :**srisp...@in.ibm.com* 
> [image: IBM]
>
> IBM Visakha Hills
> Visakhapatnam, AP 530045
> India
>
>
>

Need more info on MLT (More Like This) feature

[Srisatya Pyla]

Hi Solr Seatch Team,

I am a developer from IBM Kenexa Brassring.  We are using Solr Search 
engine for searching jobs in our applications.
We are planning to use MLT feature to get the similar matching documents 
(jobs) based on one document (job).

When trying to explore this option, we are using matching field as 
JobDescription of the job and we are getting some unrelated documents in 
the MLT results which are not expected.

The query like below:

http://[SOLR 
URL]/mlt?q=sjkey:1414462-25600-5258=json=true=true=100=jobdescription=1=1=jobtitle,jobdescription=siteid:5258


We have few questions:
1) Is there any way we can get the matching score for each of the matching 
document we get in the MLT results, so that we can get the sorting done on 
the score to have the highest matching document at the top of the result.

2) Are there any best practices using MLT Handler?


Regards,

SST  Narasimha Rao Pyla
IBM Talent Management Solutions
Mobile : +91 9849315546
E-mail : srisp...@in.ibm.com


IBM Visakha Hills
Visakhapatnam, AP 530045
India